Learning trivializing gradient flows for lattice gauge theories ,
Physical Review D, American Physical Society (APS), 107(5), 2023
[bibtex] [url]
Polynomial-Time Constrained Message Passing for Exact MAP Inference on Discrete Models with Global Dependencies ,
Mathematics, 11(12), 2023
[bibtex] [url]
Reconstructing Kernel-based Machine Learning Force Fields with Super-linear Convergence ,
Journal of Chemical Theory and Computation, 19(14):4619–4630, 2023
[bibtex]
Single-cell gene regulatory network prediction by explainable AI ,
Nucleic Acids Research, Oxford University Press (OUP), 2023
[bibtex] [url]
Heat flux for semi-local machine-learning potentials ,
2023
[bibtex] [url]
Towards transparent and robust data-driven wind turbine power curve models ,
2023
[bibtex]
Preemptively Pruning Clever-Hans Strategies in Deep Neural Networks ,
2023
[bibtex]
Set Learning for Accurate and Calibrated Models ,
2023
[bibtex]
Improving neural network representations using human similarity judgments ,
2023
[bibtex]
SchNetPack 2.0: A neural network toolbox for atomistic machine learning ,
The Journal of Chemical Physics, 158(14):144801, 2023
[bibtex] [url]
SMITH: spatially constrained stochastic model for simulation of intra-tumour heterogeneity ,
Bioinformatics, 39(3), 2023
[bibtex]
Multi-dimensional concept discovery (MCD): A unifying framework with completeness guarantees, ,
Transactions on Machine Learning Research, 2023
[bibtex] [url]
TimeSeAD: Benchmarking Deep Multivariate Time-Series Anomaly Detection, ,
Transactions on Machine Learning Research, 2023
[bibtex] [url]
Human alignment of neural network representations ,
The Eleventh International Conference on Learning Representations, 2023
[bibtex] [url]
Relevant Walk Search for Explaining Graph Neural Networks ,
International Conference on Machine Learning, ICML 2023, 23-29 July 2023, Honolulu, Hawaii, USA, PMLR, Proceedings of Machine Learning Research, 202:38301-38324, 2023
[bibtex] [url]
Finding and removing Clever Hans: Using explanation methods to debug and improve deep models ,
Inf. Fusion, 77:261-295, 2022
[bibtex] [url]
Enabling Co-Innovation for a Successful Digital Transformation in Wind Energy Using a New Digital Ecosystem and a Fault Detection Case Study ,
Energies, Multidisciplinary Digital Publishing Institute, 15(15):5638, 2022
[bibtex]
PredDiff: Explanations and interactions from conditional expectations ,
Artificial Intelligence, 312:103774, 2022
[bibtex]
Machine learning of large-scale multimodal brain imaging data reveals neural correlates of hand preference ,
NeuroImage, 262:119534, 2022
[bibtex] [url]
Disentangled Explanations of Neural Network Predictions by Finding Relevant Subspaces ,
arXiv, 2022
[bibtex] [url]
A Sequential Pressure-Based Algorithm for Data-Driven Leakage Identification and Model-Based Localization in Water Distribution Networks ,
Journal of Water Resources Planning and Management, American Society of Civil Engineers, 148(6):04022025, 2022
[bibtex]
Towards robust explanations for deep neural networks ,
Pattern Recognition, Elsevier, 121:108194, 2022
[bibtex]
Inverse design of 3d molecular structures with conditional generative neural networks ,
Nature Communications, 13(1):973, 2022
[bibtex] [url]
MEDICC2: Whole-Genome Doubling Aware Copy-Number Phylogenies for Cancer Evolution ,
Genome Biology, 23(1):241, 2022
[bibtex]
Patient-level proteomic network prediction by explainable artificial intelligence ,
npj Precision Oncology, Springer Science and Business Media LLC, 6(1):35, 2022
[bibtex] [url]
Relative energies without electronic perturbations via alchemical integral transform ,
The Journal of Chemical Physics, 157(16):164109, 2022
[bibtex] [url]
Representations of molecules and materials for interpolation of quantum-mechanical simulations via machine learning ,
npj Computational Materials, 8(41), 2022
[bibtex]
Toward Explainable Artificial Intelligence for Regression Models: A methodological perspective ,
IEEE Signal Processing Magazine, 39(4):40-58, 2022
[bibtex]
Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images, ,
Transactions on Machine Learning Research, 2022
[bibtex] [url]
Multivariate Kalman filter regression of confounding physiological signals for real-time classification of fNIRS data ,
Neurophotonics, 9(02), 2022
[bibtex] [url]
BIGDML-Towards accurate quantum machine learning force fields for materials ,
Nature Communications, 13(1):3733, 2022
[bibtex] [url]
Algorithmic Differentiation for Automated Modeling of Machine Learned Force Fields ,
The Journal of Physical Chemistry Letters, 13(43):10183-10189, 2022
[bibtex] [url]
Higher-Order Explanations of Graph Neural Networks via Relevant Walks ,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 44(11):7581-7596, 2022
[bibtex]
Introduction to the shared near infrared spectroscopy format ,
Neurophotonics, 10(01), 2022
[bibtex] [url]
Gradients should stay on Path: Better Estimators of the Reverse- and Forward KL divergence for Normalizing Flows ,
Machine Learning: Science and Technology, 2022
[bibtex] [url]
High-fidelity molecular dynamics trajectory reconstruction with bi-directional neural networks ,
Machine Learning: Science and Technology, 3(2):025011, 2022
[bibtex] [url]
XAI for Transformers: Better Explanations through Conservative Propagation ,
Proceedings of the 39th International Conference on Machine Learning, PMLR, Proceedings of Machine Learning Research, 162:435-451, 2022
[bibtex]
Dos and Don'ts of Machine Learning in Computer Security ,
Proc. of the USENIX Security Symposium, 2022
[bibtex] [url]
Towards a fully integrated Smart Textile patch-based cap for multi-distance CW fNIRS whole-head imaging ,
Proc. Biennial Meeting of the Society for fNIRS 2022, SfNIRS, 2022
[bibtex]
Neuroscience in the everyday world: Brain correlates of naturalistic discourse in individuals with aphasia ,
Proc. Biennial Meeting of the Society for fNIRS 2022, SfNIRS, 2022
[bibtex]
NoiseGrad-Enhancing Explanations by Introducing Stochasticity to Model Weights ,
Proceedings of Thirty-Sixth AAAI Conference on Artificial Intelligence (AAAI2022), 2022
[bibtex]
Quantifying the Risk of Wormhole Attacks on Bluetooth Contact Tracing ,
CODASPY '22: Twelveth ACM Conference on Data and Application Security and Privacy, Baltimore, MD, USA, April 24 - 27, 2022, ACM, 2022
[bibtex] [url]
Short-separation Regression Incorporated Diffuse Optical Tomography (SS-DOT) ,
Proc. Biennial Meeting of the Society for fNIRS 2022, SfNIRS, 2022
[bibtex]
Equivariance versus Augmentation for Spherical Images ,
Proceedings of the 39th International Conference on Machine Learning, PMLR, Proceedings of Machine Learning Research, 162:7404-7421, 2022
[bibtex] [pdf] [url]
Can the fNIRS community design a standard cap layout for uniform whole-head HD fNIRS coverage? A discussion ,
Proc. Biennial Meeting of the Society for fNIRS 2022, SfNIRS, 2022
[bibtex]
Exploration of whole-head CW fNIRS-based intracranial hemorrhage detection: progress and challenges ,
Proc. Biennial Meeting of the Society for fNIRS 2022, SfNIRS, 2022
[bibtex]
VICE: Variational Interpretable Concept Embeddings ,
Advances in Neural Information Processing Systems, Curran Associates, Inc., 35:33661-33675, 2022
[bibtex] [url]
Closed Loop Feedback fNIRS Brain Computer Interface for Increasing Classification Accuracy in a Left Versus Right Hand Movement Task ,
Biophotonics Congress: Biomedical Optics 2022 (Translational, Microscopy, OCT, OTS, BRAIN), Optica Publishing Group, 2022
[bibtex] [url]
NinjaNIRS 2021: Continued Progress towards Whole Head, High Density fNIRS ,
Biophotonics Congress: Biomedical Optics 2022 (Translational, Microscopy, OCT, OTS, BRAIN), Optica Publishing Group, 2022
[bibtex] [url]
NinjaNIRS 2022: Whole-Head, High-Density Wearable fNIRS with EEG Co-Localization ,
Proc. Biennial Meeting of the Society for fNIRS 2022, SfNIRS, 2022
[bibtex]
Fast and slow movement-related artifacts in fNIRS signal: what is a viable solution? ,
Proc. Biennial Meeting of the Society for fNIRS 2022, SfNIRS, 2022
[bibtex]
Path-Gradient Estimators for Continuous Normalizing Flows ,
Proceedings of the 39th International Conference on Machine Learning, PMLR, Proceedings of Machine Learning Research, 162:21945-21959, 2022
[bibtex] [pdf] [url]
Misleading Deep-Fake Detection with GAN Fingerprints ,
43rd IEEE Security and Privacy, SP Workshops 2022, San Francisco, CA, USA, May 22-26, 2022, IEEE, 2022
[bibtex] [url]
Efficient Computation of Higher-Order Subgraph Attribution via Message Passing ,
Proceedings of the 39th International Conference on Machine Learning, PMLR, Proceedings of Machine Learning Research, 162:24478-24495, 2022
[bibtex]
Towards the integration of CW fNIRS and absolute oximetry: A proof of concept ,
Proc. Biennial Meeting of the Society for fNIRS 2022, SfNIRS, 2022
[bibtex]
Toward Constraining Mars' Thermal Evolution Using Machine Learning ,
American Geophysical Union (AGU), 8(4), 2021
[bibtex] [url]
Learning Domain Invariant Representations by Joint Wasserstein Distance Minimization ,
CoRR, abs/2106.04923, 2021
[bibtex]
Software for Dataset-wide XAI: From Local Explanations to Global Insights with Zennit, CoRelAy, and ViRelAy ,
CoRR, abs/2106.13200, 2021
[bibtex] [url]
Morphological and molecular breast cancer profiling through explainable machine learning ,
Nature Machine Intelligence, Nature Publishing Group, 3(4):355-366, 2021
[bibtex]
Forecasting industrial aging processes with machine learning methods ,
Computers & Chemical Engineering, Elsevier, 144:107123, 2021
[bibtex]
Robust estimation of noise for electromagnetic brain imaging with the Champagne algorithm ,
NeuroImage, Elsevier, 225:117411, 2021
[bibtex]
Machine learning of solvent effects on molecular spectra and reactions ,
Chemical science, Royal Society of Chemistry, 12(34):11473-11483, 2021
[bibtex]
Unification of Sparse Bayesian Learning Algorithms for Electromagnetic Brain Imaging with the Majorization Minimization Framework ,
NeuroImage, 239:118309, 2021
[bibtex]
3D-Scaffold: A Deep Learning Framework to Generate 3D Coordinates of Drug-like Molecules with Desired Scaffolds ,
J. Phys. Chem. B, 125(44):12166-12176, 2021
[bibtex]
Toward Neuroscience of the Everyday World (NEW) using functional near-infrared spectroscopy ,
Current Opinion in Biomedical Engineering, 18:100272, 2021
[bibtex] [url]
Publishing an OCR ground truth data set for reuse in an unclear copyright setting. Two case studies with legal and technical solutions to enable a collective OCR ground truth data set effort ,
Zeitschrift für digitale Geisteswissenschaften, Special issue 5, 2021
[bibtex] [url]
Automatic Identification of Types of Alterations in Historical Manuscripts ,
Digital Humanities Quarterly, 15(2), 2021
[bibtex] [url]
Machine Learning Models Predict the Primary Sites of Head and Neck Squamous Cell Carcinoma Metastases Based on DNA Methylation ,
The Journal of pathology, Wiley Online Library, 2021
[bibtex]
THINGSvision: A Python Toolbox for Streamlining the Extraction of Activations From Deep Neural Networks ,
Frontiers in Neuroinformatics, 15:45, 2021
[bibtex] [url]
Estimation of Thermodynamic Observables in Lattice Field Theories with Deep Generative Models ,
Physical review letters, APS, 126(3):032001, 2021
[bibtex]
On the forbidden graphene's ZO (out-of-plane optic) phononic band-analog vibrational modes in fullerenes ,
Communications Chemistry, 4(1):103, 2021
[bibtex] [url]
A Unifying Review of Deep and Shallow Anomaly Detection ,
Proceedings of the IEEE, 109(5):756-795, 2021
[bibtex]
Explaining Deep Neural Networks and Beyond: A Review of Methods and Applications ,
Proc. IEEE, 109(3):247-278, 2021
[bibtex]
Dynamical strengthening of covalent and non-covalent molecular interactions by nuclear quantum effects at finite temperature ,
Nature Communications, 12(1):442, 2021
[bibtex] [url]
Optical brain imaging and its application to neurofeedback ,
NeuroImage: Clinical, 30:102577, 2021
[bibtex] [url]
Robustifying Models Against Adversarial Attacks by Langevin Dynamics ,
Neural Networks, 137:1-17, 2021
[bibtex]
Machine Learning Force Fields ,
Chemical Reviews, 121(16):10142-10186, 2021
[bibtex] [url]
SpookyNet: Learning force fields with electronic degrees of freedom and nonlocal effects ,
Nature Communications, 12(1):7273, 2021
[bibtex] [url]
Perspective on integrating machine learning into computational chemistry and materials science ,
The Journal of Chemical Physics, AIP Publishing LLC, 154(23):230903, 2021
[bibtex]
Mixture-of-experts VAEs can disregard variation in surjective multimodal data ,
NeurIPS, Bayesian deep learning workshop, 2021
[bibtex] [url]
Best practices for fNIRS publications ,
Neurophotonics, 8(01), 2021
[bibtex] [url]
Pruning by explaining: A novel criterion for deep neural network pruning ,
Pattern Recognition, Elsevier, 115:107899, 2021
[bibtex]
Transfer-Based Semantic Anomaly Detection ,
Proceedings of the 38th International Conference on Machine Learning, PMLR, Proceedings of Machine Learning Research, 139:2546-2558, 2021
[bibtex] [pdf] [url]
Diffeomorphic Explanations with Normalizing Flows ,
ICML Workshop on Invertible Neural Networks, Normalizing Flows, and Explicit Likelihood Models, 2021
[bibtex]
Efficient hierarchical Bayesian inference for spatio-temporal regression models in neuroimaging ,
Thirty-Fifth Conference on Neural Information Processing Systems, 2021
[bibtex] [url]
Spying through Virtual Backgrounds of Video Calls ,
AISec@CCS 2021: Proceedings of the 14th ACM Workshop on Artificial Intelligence and Security, Virtual Event, Republic of Korea, 15 November 2021, ACM, 2021
[bibtex] [url]
Explainable Deep One-Class Classification ,
International Conference on Learning Representations, 2021
[bibtex] [url]
High-Dimensional Multi-Task Averaging and Application to Kernel Mean Embedding ,
Proceedings of The 24th International Conference on Artificial Intelligence and Statistics, PMLR, Proceedings of Machine Learning Research, 130:1963-1971, 2021
[bibtex] [url]
Machine Learning of Thermodynamic Observables in the Presence of Mode Collapse ,
The 38th International Symposium on Lattice Field Theory (LATTICE2021), 2021
[bibtex]
Real-time regression and classification of functional near infrared spectroscopy signals acquired during motor tasks ,
Optical Techniques in Neurosurgery, Neurophotonics, and Optogenetics, SPIE, 2021
[bibtex] [url]
Equivariant message passing for the prediction of tensorial properties and molecular spectra ,
Proceedings of the 38th International Conference on Machine Learning, PMLR, Proceedings of Machine Learning Research, 139:9377-9388, 2021
[bibtex] [pdf] [url]
Beyond Smoothness: Incorporating Low-Rank Analysis into Nonparametric Density Estimation ,
Advances in Neural Information Processing Systems, 2021
[bibtex] [url]
Learning Interpretable Concept Groups in CNNs, Main Track ,
Proceedings of the Thirtieth International Joint Conference on Artificial Intelligence, IJCAI-21, International Joint Conferences on Artificial Intelligence Organization, 2021
[bibtex] [url]
A machine-learning-based surrogate model of Mars' thermal evolution ,
Oxford University Press (OUP), 222(3):1656-1670, 2020
[bibtex] [url]
Optimizing for Measure of Performance in Max-Margin Parsing ,
IEEE Transactions on Neural Networks and Learning Systems, 31(7):2680-2684, 2020
[bibtex]
Machine-learning Inference of the Interior Structure of Low-mass Exoplanets ,
American Astronomical Society, 889(1):42, 2020
[bibtex] [url]
Quantum chemical accuracy from density functional approximations via machine learning ,
Nature communications, Nature Publishing Group, 11(1):1-11, 2020
[bibtex]
Motor Imagery under Distraction - An open access BCI dataset, Open Access ,
frontneurosci, Frontiers, 14:967, 2020
[bibtex] [url]
Building and Interpreting Deep Similarity Models ,
IEEE Transactions on Pattern Analysis and Machine Intelligence, ():1-1, 2020
[bibtex]
A deep neural network for molecular wave functions in quasi-atomic minimal basis representation ,
The Journal of Chemical Physics, AIP Publishing LLC, 153(4):044123, 2020
[bibtex]
Resolving challenges in deep learning-based analyses of histopathological images using explanation methods ,
Scientific reports, Nature Publishing Group, 10(1):1-12, 2020
[bibtex]
Towards explaining anomalies: A deep Taylor decomposition of one-class models ,
Pattern Recognition, 101:107198, 2020
[bibtex] [url]
The Clever Hans Effect in Anomaly Detection ,
CoRR, abs/2006.10609, 2020
[bibtex]
Open Access Multimodal fNIRS Resting State Dataset With and Without Synthetic Hemodynamic Responses ,
Frontiers in Neuroscience, 14:579353, 2020
[bibtex] [url]
Using the General Linear Model to Improve Performance in fNIRS Single Trial Analysis and Classification: A Perspective ,
Frontiers in Human Neuroscience, 14:30, 2020
[bibtex] [url]
Improved physiological noise regression in fNIRS: A multimodal extension of the General Linear Model using temporally embedded Canonical Correlation Analysis ,
NeuroImage, 208:116472, 2020
[bibtex] [url]
Change-point detection in wind turbine SCADA data for robust condition monitoring with normal behaviour models ,
Wind Energy Science, 5(4):1375-1397, 2020
[bibtex] [url]
GraphKKE: graph Kernel Koopman embedding for human microbiome analysis ,
Appl. Netw. Sci., 5(1):96, 2020
[bibtex]
Asymptotically Unbiased Estimation of Physical Observables with Neural Samplers ,
Physical Review E, 101(023304), 2020
[bibtex]
Molecular force fields with gradient-domain machine learning (GDML): Comparison and synergies with classical force fields ,
The Journal of Chemical Physics, 153(12):124109, 2020
[bibtex] [url]
Improving nonparametric density estimation with tensor decompositions ,
arXiv preprint arXiv:2010.02425, 2020
[bibtex]
Introduction to Neural Networks ,
Springer International Publishing, 2020
[bibtex] [url]
Interpretable deep neural network to predict estrogen receptor status from haematoxylin-eosin images ,
Artificial Intelligence and Machine Learning for Digital Pathology, Springer, 2020
[bibtex]
Fairwashing explanations with off-manifold detergent ,
Proceedings of the 37th International Conference on Machine Learning, ICML 2020, 13-18 July 2020, Virtual Event, PMLR, Proceedings of Machine Learning Research, 119:314-323, 2020
[bibtex] [url]
Noise Learning in Empirical Bayesian Source Reconstruction Algorithms for Electromagnetic Brain Imaging ,
The Organization for Human Brain Mapping (OHBM), 2020
[bibtex]
Joint Hierarchical Bayesian Learning of Full-structure Noise for Brain Source Imaging ,
Thirty-Forth Conference on Neural Information Processing Systems (NeurIPS), Medical Imaging meets NeurIPS (Med-NeurIPS) Workshop, 2020
[bibtex] [url]
Electromagnetic Brain Imaging using Sparse Bayesian Learning – Noise Learning and Model Selection ,
The Organization for Human Brain Mapping (OHBM), 2020
[bibtex]
The autofeat Python Library for Automatic Feature Engineering and Selection ,
Machine Learning and Knowledge Discovery in Databases. ECML PKDD 2019, Springer International Publishing, 2020
[bibtex] [pdf]
Towards Best Practice in Explaining Neural Network Decisions with LRP ,
Proceedings of International Joint Conference on Neural Networks (IJCNN2020), 2020
[bibtex]
Towards Neuroscience in the Everyday World: Progress in wearable fNIRS instrumentation and applications ,
Biophotonics Congress: Biomedical Optics 2020 (Translational, Microscopy, OCT, OTS, BRAIN), Optica Publishing Group, 2020
[bibtex] [url]
Input Hessian Regularization of Neural Networks ,
International Conference on Machine Learning: Workshop on Beyond First Order Methods in Machine Learning, 2020
[bibtex]
Consistent Estimation of Identifiable Nonparametric Mixture Models from Grouped Observations ,
Advances in Neural Information Processing Systems, Curran Associates, Inc., 33:11676-11686, 2020
[bibtex] [url]
Accuracy vs. Cost Trade-off for Machine Learning Based QoE Estimation in 5G Networks ,
Proceedings of IEEE International Conference on Communications (ICC2020), 2020
[bibtex]
Benign Examples: Imperceptible changes can enhance image translation performance ,
Proceedings of Thirty-Fourth AAAI Conference on Artificial Intelligence (AAAI2020), 2020
[bibtex]
A Proposal for Supervised Density Estimation ,
NeurIPS Pre-Registration Workshop, 2020
[bibtex]
Variational Bayesian Learning Theory ,
Cambridge University Press, 2019
[bibtex]
Explainable AI: Interpreting, Explaining and Visualizing Deep Learning ,
Springer, Lecture Notes in Computer Science, 11700, 2019
[bibtex]
iNNvestigate neural networks! ,
Journal of Machine Learning Research, 20(93):1-8, 2019
[bibtex] [url]
Estimation of distortion sensitivity for visual quality prediction using a convolutional neural network ,
Digital Signal Processing, 91:54-65, 2019
[bibtex] [url]
sGDML: Constructing accurate and data efficient molecular force fields using machine learning ,
Computer Physics Communications, 240:38-45, 2019
[bibtex] [url]
Explanations can be manipulated and geometry is to blame ,
Advances in Neural Information Processing Systems 32, 2019
[bibtex]
Resolving challenges in deep learning-based analyses of histopathological images using explanation methods ,
CoRR, abs/1908.06943, 2019
[bibtex] [pdf]
Automating the search for a patent's prior art with a full text similarity search ,
PLoS ONE, Public Library of Science, 14(3):e0212103, 2019
[bibtex] [pdf] [url]
Explaining the unique nature of individual gait patterns with deep learning ,
Scientific Reports, 9(1):2391, 2019
[bibtex] [url]
Machine learning analysis of DNA methylation profiles distinguishes primary lung squamous cell carcinomas from head and neck metastases ,
Science translational medicine, American Association for the Advancement of Science, 11(509), 2019
[bibtex]
Machine learning analysis of DNA methylation profiles distinguishes primary lung squamous cell carcinomas from head and neck metastases ,
Science Translational Medicine, 11(509), 2019
[bibtex] [url]
From Clustering to Cluster Explanations via Neural Networks ,
CoRR, abs/1906.07633, 2019
[bibtex] [pdf] [url]
A new blind source separation framework for signal analysis and artifact rejection in functional Near-Infrared Spectroscopy ,
NeuroImage, 200:72-88, 2019
[bibtex] [url]
A new blind source separation framework for signal analysis and artifact rejection in functional Near-Infrared Spectroscopy ,
NeuroImage, 200:72-88, 2019
[bibtex] [url]
Unmasking Clever Hans Predictors and Assessing What Machines Really Learn ,
Nature Communications, 10:1096, 2019
[bibtex] [url]
Comment on" Solving Statistical Mechanics Using VANs": Introducing saVANt-VANs Enhanced by Importance and MCMC Sampling ,
arXiv preprint arXiv:1903.11048, 2019
[bibtex]
Comment on "Solving Statistical Mechanics Using VANs": Introducing saVANt - VANs Enhanced by Importance and MCMC Sampling ,
CoRR, abs/1903.11048, 2019
[bibtex] [pdf] [url]
Deep Semi-Supervised Anomaly Detection ,
CoRR, abs/1906.02694, 2019
[bibtex] [pdf] [url]
Clustered Federated Learning: Model-Agnostic Distributed Multi-Task Optimization under Privacy Constraints ,
CoRR, abs/1910.01991, 2019
[bibtex] [pdf] [url]
Robust and Communication-Efficient Federated Learning from Non-IID Data ,
CoRR, abs/1903.02891, 2019
[bibtex] [pdf] [url]
Construction of Machine Learned Force Fields with Quantum Chemical Accuracy: Applications and Chemical Insights ,
CoRR, abs/1909.08565, 2019
[bibtex] [pdf]
Molecular force fields with gradient-domain machine learning: Construction and application to dynamics of small molecules with coupled cluster forces ,
The Journal of Chemical Physics, 150(11), 2019
[bibtex] [url]
Unifying machine learning and quantum chemistry - a deep neural network for molecular wavefunctions ,
CoRR, abs/1906.10033, 2019
[bibtex] [pdf] [url]
SchNetPack: A Deep Learning Toolbox For Atomistic Systems ,
Journal of chemical theory and computation, ACS Publications, 15(1):448-455, 2019
[bibtex]
Classification of structured validation data using stateless and stateful features ,
Computer Communications, 138:54-66, 2019
[bibtex] [url]
Black-Box Decision based Adversarial Attack with Symmetric α-stable Distribution ,
CoRR, abs/1904.05586, 2019
[bibtex] [pdf] [url]
Enhancing sensorimotor BCI performance with assistive afferent activity: An online evaluation ,
NeuroImage, 199:375-386, 2019
[bibtex] [url]
Canonical maximization of coherence: A novel tool for investigation of neuronal interactions between two datasets ,
NeuroImage, 201, 2019
[bibtex] [url]
Compact and Computationally Efficient Representation of Deep Neural Networks ,
IEEE Transactions on Neural Networks and Learning Systems, 2019
[bibtex] [url]
N-ary decomposition for multi-class classification ,
Machine Learning, 108(5):809-830, 2019
[bibtex] [url]
Understanding Patch-Based Learning of Video Data by Explaining Predictions ,
Springer International Publishing, 2019
[bibtex] [url]
Explaining and Interpreting LSTMs ,
Explainable AI: Interpreting, Explaining and Visualizing Deep Learning, Lecture Notes in Computer Science, 11700:211-238, 2019
[bibtex] [url]
Gradient-Based Vs. Propagation-Based Explanations: An Axiomatic Comparison ,
Springer International Publishing, 2019
[bibtex] [url]
Layer-Wise Relevance Propagation: An Overview ,
Springer International Publishing, 2019
[bibtex] [url]
Towards Explainable Artificial Intelligence ,
Springer International Publishing, 2019
[bibtex] [url]
Quantum-Chemical Insights from Interpretable Atomistic Neural Networks ,
Springer International Publishing, 2019
[bibtex] [url]
Evaluating Recurrent Neural Network Explanations ,
Proceedings of the ACL'19 Workshop on BlackboxNLP, Association for Computational Linguistics, 2019
[bibtex]
Partial Optimality of Dual Decomposition for MAP Inference in Pairwise MRFs ,
Proceedings of International Conference on Artificial Intelligence and Statistics (AISTATS2019), 38, 2019
[bibtex]
Symmetry-adapted generation of 3d point sets for the targeted discovery of molecules ,
Advances in Neural Information Processing Systems 32, Curran Associates, Inc., 2019
[bibtex] [url]
Deep Brain Source Imaging: An LSTM-inspired Approach for EEG Source Localization based on Sparse Bayesian Learning ,
Signal Processing with Adaptive Sparse Structured Representations (SPARS), 2019
[bibtex]
Deep Learning for Proteomics Data for Feature Selection and Classification ,
Springer International Publishing, 2019
[bibtex] [url]
Explainable Deep Learning for Analysing Brain Data ,
2019 7th International Winter Conference on Brain-Computer Interface (BCI), 2019
[bibtex] [url]
Automated Documentation of End-to-End Experiments in Data Science ,
2019 IEEE 35th International Conference on Data Engineering (ICDE), 2019
[bibtex] [url]
Self-attentive, multi-context one-class classification for unsupervised anomaly detection on text ,
Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics, 2019
[bibtex]
Sparse Binary Compression: Towards Distributed Deep Learning with minimal Communication ,
International Joint Conference on Neural Networks, IJCNN 2019 Budapest, Hungary, July 14-19, 2019, 2019
[bibtex] [url]
Defense Against Adversarial Attacks by Langevin Dynamics ,
2019
[bibtex] [url]
Robustifying Models Against Adversarial Attacks by Langevin Dynamics ,
ICML Workshop on Uncertainty & Robustness in Deep Learning, 2019
[bibtex]
Black-Box Decision based Adversarial Attack with Symmetric Alpha-stable Distribution ,
Proceedings of the European Signal Processing Conference (EUSIPCO2019), 2019
[bibtex]
Rotation Invariant Clustering of 3D Cell Nuclei Shapes* ,
41st Annual International Conference of the IEEE Engineering in Medicine & Biology Society (EMBC), 2019
[bibtex] [url]
Deep Neural Networks for No-Reference and Full-Reference Image Quality Assessment ,
IEEE Trans. Image Processing, 27(1):206-219, 2018
[bibtex] [url]
Towards exact molecular dynamics simulations with machine-learned force fields ,
Nature Communications, 9(1):3887, 2018
[bibtex] [url]
Support Vector Data Descriptions and K-means Clustering: One Class? ,
IEEE Transactions on Neural Networks and Learning Systems, 29(9):3994-4006, 2018
[bibtex]
Transductive Regression for Data with Latent Dependency Structure ,
IEEE Transactions on Neural Networks and Learning Systems, 29(7):2743-2756, 2018
[bibtex]
Generating equilibrium molecules with deep neural networks ,
CoRR, abs/1810.11347, 2018
[bibtex] [pdf] [url]
Computational analysis reveals histotype-dependent molecular profile and actionable mutation effects across cancers ,
Genome Medicine, 10(1):83, 2018
[bibtex] [url]
Predicting Pairwise Relations with Neural Similarity Encoders ,
Bulletin of the Polish Academy of Sciences: Technical Sciences, Polish Academy of Sciences, 66(6):821-830, 2018
[bibtex] [pdf]
Wasserstein Stationary Subspace Analysis ,
IEEE Journal of Selected Topics in Signal Processing, 12(6):1213-1223, 2018
[bibtex]
Unsupervised Detection and Explanation of Latent-class Contextual Anomalies ,
CoRR, abs/1806.11326, 2018
[bibtex] [url]
Methods for interpreting and understanding deep neural networks ,
Digital Signal Processing, 73:1-15, 2018
[bibtex] [url]
Sharing hash codes for multiple purposes ,
Japanese Journal of Statistics and Data Science, Springer, 1(1):215-246, 2018
[bibtex]
Sharing Hash Codes for Multiple Purposes ,
Japanese Journal of Statistics and Data Science, 1(1):215-246, 2018
[bibtex]
SchNet-A deep learning architecture for molecules and materials ,
The Journal of Chemical Physics, AIP Publishing, 148(24):241722, 2018
[bibtex]
Simultaneous acquisition of EEG and NIRS during cognitive tasks for an open access dataset ,
Scientific Data, 5(180003), 2018
[bibtex]
Entropy-Constrained Training of Deep Neural Networks ,
2018
[bibtex] [pdf] [url]
Backprop Evolution ,
ICML 2018 AutoML Workshop, 2018
[bibtex] [pdf] [url]
Approximate Recovery of Initial Point-like and Instantaneous Sources from Coarsely Sampled Thermal Fields via Infinite-Dimensional Compressed Sensing ,
2018 26th European Signal Processing Conference (EUSIPCO), 2018
[bibtex] [url]
Improving EEG Source Localization Through Spatio-Temporal Sparse Bayesian Learning ,
2018 26th European Signal Processing Conference (EUSIPCO), 2018
[bibtex] [url]
Learning how to explain neural networks: PatternNet and PatternAttribution ,
6th International Conference on Learning Representations, 2018
[bibtex] [pdf]
Scoring of tumor-infiltrating lymphocytes: From visual estimation to machine learning ,
Seminars in cancer biology, 52:151-157, 2018
[bibtex]
Analysis of Atomistic Representations Using Weighted Skip-Connections ,
2018
[bibtex] [pdf] [url]
Deep One-Class Classification ,
International Conference on Machine Learning (ICML), 2018
[bibtex] [url]
Distributed optimization of multi-class SVMs ,
PLOS ONE, Public Library of Science, 12(6):1-18, 2017
[bibtex] [pdf] [url]
"What is relevant in a text document?": An interpretable machine learning approach ,
PLOS ONE, Public Library of Science (PLoS), 12(8):e0181142, 2017
[bibtex] [url]
Accurate Maximum-Margin Training for Parsing With Context-Free Grammars ,
IEEE Trans. Neural Netw. Learning Syst., 28(1):44-56, 2017
[bibtex] [url]
Efficient Exact Inference with Loss Augmented Objective in Structured Learning ,
IEEE Transactions on Neural Networks and Learning Systems, 28(11):2566-2579, 2017
[bibtex]
Assessing perceived image quality using steady-state visual evoked potentials and spatio-spectral decomposition ,
IEEE Transactions on Circuits and Systems for Video Technology, IEEE, 2017
[bibtex]
Machine learning of accurate energy-conserving molecular force fields ,
Science Advances, American Association for the Advancement of Science, 3(5):e1603015, 2017
[bibtex] [pdf] [url]
Thermal source localization through infinite-dimensional compressed sensing ,
arXiv preprint arXiv:1710.02016, 2017
[bibtex] [url]
M3BA: A Mobile, Modular, Multimodal Biosignal Acquisition Architecture for Miniaturized EEG-NIRS-Based Hybrid BCI and Monitoring, Publisher: IEEE ,
IEEE Transactions on Biomedical Engineering, 64(6):1199-1210, 2017
[bibtex] [url]
M3BA: A Mobile, Modular, Multimodal Biosignal Acquisition Architecture for Miniaturized EEG-NIRS-Based Hybrid BCI and Monitoring ,
IEEE Transactions on Biomedical Engineering, IEEE, 64(6):1199-1210, 2017
[bibtex] [url]
Porosity estimation by semi-supervised learning with sparsely available labeled samples ,
Computers & Geosciences, 106:33-48, 2017
[bibtex] [url]
Porosity Estimation by Semi-supervised Learning with Sparsely Available Labeled Samples ,
Computers and Geosciences, 106:33-48, 2017
[bibtex]
An Easy-to-hard Learning Paradigm for Multiple Classes and Multiple Labels ,
Journal of Machine Learning Research, 18:94:1-94:38, 2017
[bibtex] [url]
Sparse Probit Linear Mixed Model ,
Machine Learning (ECMLPKDD 2017 Special Issue), 106:1621-1642, 2017
[bibtex] [url]
Explaining nonlinear classification decisions with deep Taylor decomposition ,
Pattern Recognition, 65:211 - 222, 2017
[bibtex] [url]
Explainable Artificial Intelligence: Understanding, Visualizing and Interpreting Deep Learning Models ,
CoRR, abs/1708.08296, 2017
[bibtex] [url]
Evaluating the Visualization of What a Deep Neural Network Has Learned ,
IEEE Trans. Neural Netw. Learning Syst., 28(11):2660-2673, 2017
[bibtex] [url]
On Robust Parameter Estimation in Brain-Computer Interfacing ,
Journal of Neural Engineering, 14m, 061001, 2017
[bibtex]
Quantum-chemical insights from deep tensor neural networks ,
Nature communications, Nature Publishing Group, 8:13890, 2017
[bibtex] [url]
Open Access Dataset for EEG+ NIRS Single-Trial Classification, Publisher: IEEE ,
IEEE Transactions on Neural Systems and Rehabilitation Engineering, 25(10):1735-1745, 2017
[bibtex]
Open Access Dataset for EEG+ NIRS Single-Trial Classification ,
IEEE Transactions on Neural Systems and Rehabilitation Engineering, IEEE, 25(10):1735-1745, 2017
[bibtex]
Compressed Sensing: From Theory to Praxis ,
Compressive Sensing of Earth Observations, CRC Press, 2017
[bibtex]
An Empirical Study on The Properties of Random Bases for Kernel Methods ,
Advances in Neural Information Processing Systems 30 (NIPS 2017), 2017
[bibtex] [pdf] [url]
Explaining Recurrent Neural Network Predictions in Sentiment Analysis ,
Proceedings of the 8th Workshop on Computational Approaches to Subjectivity, Sentiment and Social Media Analysis, WASSA@EMNLP 2017, Copenhagen, Denmark, September 8, 2017, 2017
[bibtex] [url]
Towards Brain-Computer Interfaces outside the lab: new measuring devices and machine learning challenges ,
Proceedings of the 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017
[bibtex]
Variational Robust Subspace Clustering with Mean Update Algorithm ,
ICCV Workshop on Robust Subspace Learning and Applications in Computer Vision (RSL-CV), 2017
[bibtex]
Soft Recovery in Infinite-Dimensional Compressed Sensing with Applications in Thermal Source Localization and Massive MIMO ,
International Matheon Conference on Compressed Sensing and its Applications (CSA), 2017
[bibtex]
Minimizing Trust Leaks for Robust Sybil Detection ,
Proceedings of 34th International Conference on Machine Learning (ICML2017), 2017
[bibtex]
Context encoders as a simple but powerful extension of word2vec ,
Proceedings of the 2nd Workshop on Representation Learning for NLP, Association for Computational Linguistics, 2017
[bibtex] [pdf]
Object Boundary Detection and Classification with Image-Level Labels ,
Pattern Recognition - 39th German Conference, GCPR 2017, Basel, Switzerland, September 12-15, 2017, Proceedings, 2017
[bibtex] [url]
Why build an integrated EEG-NIRS? About the advantages of hybrid bio-acquisition hardware, ISSN: 1557-170X ,
2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017
[bibtex]
Headgear for mobile neurotechnology: looking into alternatives for EEG and NIRS probes ,
Proceedings of the 7th Graz Brain-Computer Interface Conference 2017, Verlag der Technischen Universität Graz, 2017
[bibtex]
Neural interfacing non-invasive brain stimulation with NIRS-EEG joint imaging for closed-loop control of neuroenergetics in ischemic stroke ,
Proceedings of the 8th International IEEE EMBS Conference On Neural Engineering (NER), 2017
[bibtex]
Headgear for mobile neurotechnology: looking into alternatives for EEG and NIRS probes ,
Proceedings of the 7th Graz Brain-Computer Interface Conference 2017, Verlag der Technischen Universität Graz, 2017
[bibtex] [url]
Why build an integrated EEG-NIRS? About the advantages of hybrid bio-acquisition hardware ,
2017 39th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), 2017
[bibtex]
Understanding and Comparing Deep Neural Networks for Age and Gender Classification ,
2017 IEEE International Conference on Computer Vision Workshops, ICCV Workshops 2017, Venice, Italy, October 22-29, 2017, 2017
[bibtex] [url]
SchNet: A continuous-filter convolutional neural network for modeling quantum interactions ,
Advances in Neural Information Processing Systems 30 (NIPS 2017), 2017
[bibtex] [pdf] [url]
Hybrid EEG-NIRS brain-computer interface under eyes-closed condition ,
2017 Asia-Pacific Signal and Information Processing Association Annual Summit and Conference, APSIPA ASC 2017, Kuala Lumpur, Malaysia, December 12-15, 2017, 2017
[bibtex] [url]
Interpretable human action recognition in compressed domain ,
2017 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2017, New Orleans, LA, USA, March 5-9, 2017, 2017
[bibtex] [url]
Large-Scale Assessment of a Fully Automatic Co-Adaptive Motor Imagery-Based Brain Computer Interface, Open Access ,
PloS one, Public Library of Science, 11(2):1-19, 2016
[bibtex] [url]
The Berlin Brain-Computer Interface: Progress Beyond Communication and Control, Open Access ,
Frontiers in neuroscience, 10:530, 2016
[bibtex] [url]
Brain-Computer Interfacing under Distraction: An Evaluation Study ,
Journal of Neural Engineering, 13(5):056012, 2016
[bibtex]
Analyzing neuroimaging data with subclasses: a shrinkage approach ,
NeuroImage, 124, Part A:740-751, 2016
[bibtex] [pdf] [url]
The Layer-wise Relevance Propagation Toolbox for Artificial Neural Networks ,
Journal of Machine Learning Research, 17(114):1-5, 2016
[bibtex]
Multiscale temporal neural dynamics predict performance in a complex sensorimotor task ,
NeuroImage, Elsevier, 141:291-303, 2016
[bibtex]
Ensembles of adaptive spatial filters increase BCI performance: an online evaluation ,
Journal of neural engineering, 13(4):046003, 2016
[bibtex] [pdf] [url]
The point of no return in vetoing self-initiated movements, Open Access ,
Proceedings of the National Academy of Sciences of the United States of America, 113(4):1080-1085, 2016
[bibtex] [url]
Unsupervised classification of operator workload from brain signals, Open Access ,
Journal of neural engineering, 13(3):036008, 2016
[bibtex] [url]
The LDA beamformer: optimal estimation of ERP source time series using linear discriminant analysis ,
NeuroImage, 129:279-291, 2016
[bibtex] [url]
EEG-based usability assessment of 3D shutter glasses ,
Journal of neural engineering, 13(1):016003, 2016
[bibtex] [url]
Prediction of Difficulty Levels in Video Games from Ongoing EEG, open access ,
Symbiotic Interaction, Springer International Publishing, Lecture Notes in Computer Science, 9961, 2016
[bibtex] [url]
Identifying Individual Facial Expressions by Deconstructing a Neural Network ,
Pattern Recognition: 38th German Conference, GCPR 2016, Hannover, Germany, September 12-15, 2016, Proceedings, Springer International Publishing, 2016
[bibtex] [url]
Explaining Predictions of Non-Linear Classifiers in NLP ,
Proceedings of the 1st Workshop on Representation Learning for NLP, Association for Computational Linguistics, 2016
[bibtex]
Layer-Wise Relevance Propagation for Deep Neural Network Architectures ,
Information Science and Applications (ICISA) 2016, Springer Singapore, 2016
[bibtex] [url]
Layer-Wise Relevance Propagation for Neural Networks with Local Renormalization Layers ,
Artificial Neural Networks and Machine Learning - ICANN 2016: 25th International Conference on Artificial Neural Networks, Barcelona, Spain, September 6-9, 2016, Proceedings, Part II, Springer International Publishing, 2016
[bibtex] [url]
Classification of motor imagery with distractions ,
6th International BCI Meeting in Asilomar, 2016
[bibtex]
Efficient environmental temperature monitoring using compressed sensing ,
2016 Data Compression Conference (DCC), 2016
[bibtex] [url]
M3BA: New Technology for Mobile Hybrid BCIs ,
Proceedings of the 6th International Brain-Computer Interface Meeting 2016, 2016
[bibtex]
Miniaturized CW NIRS for integration and hybridization with mobile EEG / ECG / EMG and Accelerometer ,
Proceedings of the Society for functional Near Infrared Spectroscopy Biennial Meeting 2016, 2016
[bibtex]
Hybridization of bio-electrical and bio-optical acquisition technology using open fNIRS components ,
Proceedings of the DGBMT workshop biosignal processing, DGBMT, 2016
[bibtex]
M3BA: New Technology for Mobile Hybrid BCIs ,
Proceedings of the 6th International Brain-Computer Interface Meeting 2016, 2016
[bibtex]
Miniaturized CW NIRS for integration and hybridization with mobile EEG / ECG / EMG and Accelerometer ,
Proceedings of the Society for functional Near Infrared Spectroscopy Biennial Meeting 2016, 2016
[bibtex]
Analyzing Classifiers: Fisher Vectors and Deep Neural Networks ,
2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016
[bibtex]
Separating Sparse Signals from Correlated Noise in Binary Classification ,
Causation: Foundation to Application Workshop (in UAI), 2016
[bibtex]
Wasserstein Training of Restricted Boltzmann Machines ,
Advances In Neural Information Processing Systems 29, Curran Associates, Inc., 2016
[bibtex]
Prediction of difficulty levels in video games from EEG ,
6th International BCI Meeting in Asilomar, 2016
[bibtex] [url]
EEG-based classification of video quality perception using steady state visual evoked potentials (SSVEPs) ,
Journal of neural engineering, 12(2):026012, 2015
[bibtex] [url]
On Pixel-wise Explanations for Non-Linear Classifier Decisions by Layer-wise Relevance Propagation ,
PLOS ONE, 10(7):e0130140, 2015
[bibtex] [url]
Solving the EEG Inverse Problem based on Space-Time-Frequency Structured Sparsity Constraints ,
NeuroImage, 118:598-612, 2015
[bibtex] [url]
Multivariate Machine Learning Methods for Fusing Functional Multimodal Neuroimaging Data ,
Proceedings of the IEEE, 103(9):1507-1530, 2015
[bibtex] [url]
Learning from more than one data source: data fusion techniques for sensorimotor rhythm-based Brain-Computer Interfaces ,
Proceedings of the IEEE, 103(6):891-906, 2015
[bibtex]
Concurrent Adaptation of Human and Machine Improves Simultaneous and Proportional Myoelectric Control ,
IEEE Transactions on Neural Systems and Rehabilitation Engineering, IEEE, 23(4):1534-4320, 2015
[bibtex]
A Gaze Independent Brain-Computer Interface Based on Visual Stimulation through Closed Eyelids, Open Access ,
Scientific Reports, 5:15890, 2015
[bibtex] [url]
Towards a wireless open source instrument: functional Near-Infrared Spectroscopy in mobile neuroergonomics and BCI applications ,
fronthumneurosci, 9(617), 2015
[bibtex] [url]
Towards a wireless open source instrument: functional Near-Infrared Spectroscopy in mobile neuroergonomics and BCI applications ,
Frontiers in human neuroscience, 9(617), 2015
[bibtex] [url]
Towards Noninvasive Hybrid Brain Computer Interfaces: Framework, Practice, Clinical Application, and Beyond ,
Proceedings of the IEEE, PP(99):1-18, 2015
[bibtex] [url]
An Exhaustive Search and Stability of Sparse Estimation for Feature Selection Problem ,
IPSJ Transactions on Mathematical Modeling and Its Applications, 8:25-32, 2015
[bibtex]
Condition for Perfect Dimensionality Recovery by Variational Bayesian PCA, In press ,
Journal of Machine Learning Research, 2015
[bibtex]
Images from the mind: BCI image evolution based on rapid serial visual presentation of polygon primitives ,
Brain-Computer Interfaces, 2(1):40-56, 2015
[bibtex] [url]
Multi-Variate EEG Analysis as a Novel Tool to Examine Brain Responses to Naturalistic Music Stimuli, Open Access ,
PloS one, 10:e0141281, 2015
[bibtex] [url]
Extracting the neural representation of tone onsets for separate voices of ensemble music using multivariate EEG analysis ,
Psychomusicology: Music, Mind, and Brain, 25:366-379, 2015
[bibtex] [url]
Wyrm: A Brain-Computer Interface Toolbox in Python, Open Access ,
Journal of Neuroinformatics, Springer, 13(4):471-486, 2015
[bibtex] [url]
Identifying Granger causal relationships between neural power dynamics and variables of interest ,
NeuroImage, 111:489-504, 2015
[bibtex] [url]
Effect of Higher Frequency on the Classification of Steady State Visual Evoked Potentials, accepted ,
Journal of Neural Engineering, 2015
[bibtex]
Bringing BCI into everyday life: Motor imagery in a pseudo realistic environment ,
Proceedings of the 2015 International IEEE Conference on Neural Engineering (NER), 2015
[bibtex]
Investigating effects of different artefact types on Motor Imagery BCI ,
Conf Proc IEEE Eng Med Biol Soc (EMBC), 2015
[bibtex]
Fusing Simultaneous EEG and fMRI Using Functional and Anatomical Information ,
International Workshop on Pattern Recognition in Neuroimaging, 2015, 2015
[bibtex]
An extendable simulation framework for benchmarking EEG-based brain connectivity estimation methodologies ,
Conf Proc IEEE Eng Med Biol Soc, 2015:7562-7565, 2015
[bibtex] [pdf]
A highly detailed FEM volume conductor model based on the ICBM152 average head template for EEG source imaging and TCS targeting ,
Conf Proc IEEE Eng Med Biol Soc, 2015:5744-5747, 2015
[bibtex] [pdf]
Tacking noise, artifacts and nonstationarity in BCI with robust divergences ,
Proceedings of the European Signal Processing Conference (EUSIPCO), 2015
[bibtex]
Exploring Combinations of Auditory and Visual Stimuli for Gaze-Independent Brain-Computer Interfaces, Open Access ,
PloS one, Public Library of Science, 9(10):e111070, 2014
[bibtex] [url]
The effect of linear mixing in the EEG on Hurst exponent estimation, In press ,
NeuroImage, 2014
[bibtex] [url]
SPoC: a novel framework for relating the amplitude of neuronal oscillations to behaviorally relevant parameters ,
NeuroImage, 86(0):111-122, 2014
[bibtex] [url]
Finding brain oscillations with power dependencies in neuroimaging data ,
NeuroImage, 96:334-348, 2014
[bibtex] [pdf] [url]
Slow Feature Analysis of Retinal Waves Leads to V1 Complex Cells ,
PLoS Computational Biology, Public Library of Science, 10(5):e1003564, 2014
[bibtex] [url]
Stereoscopic depth increases intersubject correlations of brain networks ,
NeuroImage, Elsevier, 100:427-434, 2014
[bibtex]
Towards User-Friendly Spelling with an Auditory Brain-Computer Interface: The CharStreamer Paradigm, Open Access ,
PloS one, Public Library of Science, 9(6):e98322, 2014
[bibtex] [url]
Motor Imagery for Severely Motor-Impaired Patients: Evidence for Brain-Computer Interfacing as Superior Control Solution, Open Access ,
PloS one, Public Library of Science, 9(8):e104854, 2014
[bibtex] [url]
Optimizing the regularization for image reconstruction of cerebral diffuse optical tomography ,
Journal of Biomedical Optics, 19(9):096006, 2014
[bibtex]
Dimensionality reduction for the analysis of brain oscillations ,
NeuroImage, 101:583-597, 2014
[bibtex] [url]
Electrophysiology-based detection of emergency braking intention in real-world driving ,
Journal of neural engineering, 11(5):056011, 2014
[bibtex] [url]
On the interpretation of weight vectors of linear models in multivariate neuroimaging, Neuroimage single best paper of 2014 Award. ,
NeuroImage, 87:96-110, 2014
[bibtex] [url]
Robust Common Spatial filters with a Maxmin Approach ,
Neural Computation, 26(2):1-28, 2014
[bibtex] [url]
Detection of Braking Intention in Diverse Situations during Simulated Driving based on EEG Feature Combination, In press ,
Journal of neural engineering, 2014
[bibtex]
Integrating dynamic stopping, transfer learning and language models in an adaptive zero-training ERP speller ,
Journal of neural engineering, 11(3):035005, 2014
[bibtex] [url]
Towards a holistic assessment of the user experience with hybrid BCIs ,
Journal of neural engineering, IOP Publishing, 11(3):035007, 2014
[bibtex] [url]
EEG Predictors of Covert Vigilant Attention ,
Journal of neural engineering, IOP Publishing, 11(3):035009, 2014
[bibtex] [url]
Divergence-based Framework for Common Spatial Patterns Algorithms ,
Biomedical Engineering, IEEE Reviews in, 7:50-72, 2014
[bibtex] [url]
How to represent crystal structures for machine learning: Towards fast prediction of electronic properties ,
Phys. Rev. B, American Physical Society, 89:205118, 2014
[bibtex] [pdf] [url]
Analysis and Single-Trial Classification of EEG Alpha Spindles on rolonged Brake Reaction Times During Auditory Distraction in a Real Road-Driving Study ,
Accident; analysis and prevention, 62:110-118, 2014
[bibtex]
Predicting BCI subject performance using probabilistic spatio-temporal filters, Open Access ,
PloS one, Public Library of Science, 9(2):e87056, 2014
[bibtex]
Decoding auditory attention to instruments in polyphonic music using single-trial EEG classification ,
Journal of neural engineering, 11:026009, 2014
[bibtex] [url]
Robust artifactual independent component classification for BCI practitioners ,
Journal of Neural Engineering, 11(3):035013, 2014
[bibtex] [url]
Machine Learning for Visual Concept Recognition and Ranking for Images ,
Towards the Internet of Services: The THESEUS Program, Cognitive Technologies, 2014
[bibtex] [url]
Multimodal integration of electrophysiological and hemodynamic signals ,
Brain-Computer Interface (BCI), 2014 International Winter Workshop on, 2014
[bibtex]
Finding brain oscillations with power dependencies in neuroimaging data ,
Annual Meeting of the Organization for Human Brain Mapping (OHBM), 2014, 2014
[bibtex]
Optimizing spatial filters for the extraction of envelope-coupled neural oscillations ,
International Workshop on Pattern Recognition in Neuroimaging, 2014, 2014
[bibtex]
Boosting simultaneous and proportional myoelectric control by combining source power correlation (SPoC) and linear regression ,
Bernstein Conference, 2014, 2014
[bibtex]
Learning and Evaluation in Presence of Non-iid Label Noise ,
Proceedings of the Seventeenth International Conference on Artificial Intelligence and Statistics, 2014
[bibtex]
Mean shrinkage improves the classification of ERP signals by exploiting additional label information ,
Proceedings of the 2014 International Workshop on Pattern Recognition in Neuroimaging, 2014
[bibtex] [pdf]
Parameter interpretation, regularization and source localization in multivariate linear models ,
Pattern Recognition in Neuroimaging, 2014 International Workshop on, 2014
[bibtex]
Analysis of Variational Bayesian Latent Dirichlet Allocation: Weaker Sparsity than MAP ,
Advances in Neural Information Processing Systems 27 (NIPS2014), 2014
[bibtex]
Robust Common Spatial Patterns by Minimum Divergence Covariance Estimator ,
Acoustics, Speech and Signal Processing (ICASSP), 2014 IEEE International Conference on, 2014
[bibtex] [url]
Information Geometry meets BCI - Spatial filtering using divergences ,
Brain-Computer Interface (BCI), 2014 International Winter Workshop on, 2014
[bibtex]
On robust spatial filtering of EEG in nonstationary environments ,
Technische Universität Berlin, 2014
[bibtex] [pdf] [url]
Enhanced Representation and Multi-Task Learning for Image Annotation ,
Computer Vision and Image Understanding, 117(5):466 - 478, 2013
[bibtex] [url]
Automatic Phrase Continuation from Guitar and Bass Guitar Melodies ,
Computer Music Journal, 37(3):68-81, 2013
[bibtex] [pdf]
Integration of Multivariate Data Streams With Bandpower Signals ,
IEEE Transactions on Multimedia, 15(5):1001-1013, 2013
[bibtex] [url]
Identifying causal networks of neuronal sources from EEG/MEG data with the phase slope index: a simulation study ,
Biomed Tech, 22:1 - 14, 2013
[bibtex]
Assessment and Validation of Machine Learning Methods for Predicting Molecular Atomization Energies ,
Journal of Chemical Theory and Computation, 9(8):3404-3419, 2013
[bibtex]
Brain-computer interface controlled gaming: Evaluation of usability by severely motor restricted end-users, Special Issue: Brain-computer interfacing ,
Artificial Intelligence in Medicine, Elsevier, 59(2):111 - 120, 2013
[bibtex]
Facing the challenge: Bringing brain-computer interfaces to end-users ,
Artificial Intelligence in Medicine, 59(2):55-60, 2013
[bibtex]
Analyzing Local Structure in Kernel-based Learning: Explanation, Complexity and Reliability Assessment ,
Signal Processing Magazine, IEEE, 30(4):62-74, 2013
[bibtex] [url]
Machine Learning of Molecular Electronic Properties in Chemical Compound Space, to appear ,
New Journal of Physics, Focus Issue, Novel Materials Discovery, 2013
[bibtex]
A Quantitative Comparison of Chrysanthine Theory and Performance Practice of Scale Tuning, Steps, and Prominence of the Octoechos in Byzantine Chant ,
Journal of New Music Research, 42(3):205-221, 2013
[bibtex] [pdf]
Single-trial analysis of the neural correlates of speech quality perception ,
Journal of neural engineering, 10(5):056003, 2013
[bibtex]
Transferring Subspaces Between Subjects in Brain-Computer Interfacing ,
IEEE transactions on bio-medical engineering, 60(8):2289-2298, 2013
[bibtex]
Optimizing ERP Based BCI - a Systematic Evaluation of Dynamic Stopping Methods ,
Journal of neural engineering, 10(3):036025, 2013
[bibtex]
User-Centered Design in BCI - a Case Study ,
Artificial Intelligence in Medicine, 59(2):71-80, 2013
[bibtex] [url]
Neuromuscular electrical stimulation induced brain patterns to decode motor imagery ,
Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology, 124(1):1824-1834, 2013
[bibtex] [url]
Generalizing Analytic Shrinkage for Arbitrary Covariance Structures ,
Advances in Neural Information Processing Systems 26, 2013
[bibtex]
Evaluation of Four Different BCI Prototypes by Severely Motor-Restricted End-Users ,
Proceedings of the Fifth International Brain-Computer Interface Meeting 2013, Verlag der Technischen Universität Graz, 2013
[bibtex] [pdf]
Increasing the spectral signal-to-noise ratio of common spatial patterns ,
5th International BCI Meeting in Asilomar, 2013
[bibtex]
The hybrid Brain-Computer Interface: a bridge to assistive technology? ,
Proceedings BMT (Biomedizinische Technik) 2013 - Dreiländertagung der Deutschen, Schweizerischen und Österreichischen Gesellschaft für Biomedizinische Technik, Walter de Gruyter, Biomedical Engineering/Biomedizinische Technik, 58(SI-1), 2013
[bibtex]
Neural Networks for Computational Chemistry: Pitfalls and Recommendations ,
MRS Online Proceedings Library, 1523, 2013
[bibtex] [url]
Multiple Kernel Learning for Brain-Computer Interfacing ,
Conf Proc IEEE Eng Med Biol Soc (EMBC), 2013
[bibtex] [url]
Robust Spatial Filtering with Beta Divergence ,
Advances in Neural Information Processing Systems 26, MIT Press, 2013
[bibtex] [pdf] [url]
Zero Training for BCI - Reality for BCI Systems Based on Event-Related Potentials ,
Proceedings BMT (Biomedizinische Technik) 2013 - Dreiländertagung der Deutschen, Schweizerischen und Österreichischen Gesellschaft für Biomedizinische Technik, Walter de Gruyter, Biomedical Engineering/Biomedizinische Technik, 58(SI-1), 2013
[bibtex] [url]
On Classifying Artifactual Independent Components: Generalization Ability to Different Electrode Setups ,
Proceedings of the Fifth International Brain-Computer Interface Meeting 2013, Verlag der Technischen Universität Graz, 2013
[bibtex] [pdf]
On layer-wise representations in deep neural networks ,
Technische Universität Berlin, 2013
[bibtex]
Neural Networks: Tricks of the Trade, Reloaded ,
Springer, Lecture Notes in Computer Science (LNCS), 7700, 2012
[bibtex] [url]
Localizing True Brain Interactions from EEG and MEG Data with Subspace Methods and Modified Beamformers ,
Comp. Math. Methods in Medicine, 2012, 2012
[bibtex]
Functional and laminar dissociations between muscarinic and nicotinic cholinergic neuromodulation in the tree shrew primary visual cortex ,
European Journal of Neuroscience, 35(8):1270-80, 2012
[bibtex]
Improved decoding of neural activity from fMRI signals using non-separable spatiotemporal deconvolutions ,
NeuroImage, 61(4):1031-1042, 2012
[bibtex] [pdf]
On Taxonomies for Multi-class Image Categorization ,
International Journal of Computer Vision, 99(3):281-301, 2012
[bibtex] [url]
Insights from Classifying Visual Concepts with Multiple Kernel Learning ,
PLoS ONE, 7(8), 2012
[bibtex] [url]
Feature Extraction for Change-Point Detection using Stationary Subspace Analysis ,
IEEE Transactions on Neural Networks and Learning Systems, 23(4):631-643, 2012
[bibtex] [pdf]
A Critical Assessment of the Importance of Seedling Age in the System of Rice Intensification (SRI) in Eastern India, in press ,
Experimental Agriculture, Cambrigde University Press, 2012
[bibtex]
Brain-computer interfaces: beyond medical applications ,
Computer, Published by the IEEE Computer Society, 2012
[bibtex] [pdf] [url]
Estimating true brain connectivity from EEG/MEG data invariant to linear and static transformations in sensor space ,
NeuroImage, 60(1):476 - 488, 2012
[bibtex] [url]
Brain oscillations and functional connectivity during overt language production ,
Frontiers in Psychology, 3(166), 2012
[bibtex] [url]
Enhanced performance by a Hybrid NIRS-EEG Brain Computer Interface, Open Access ,
NeuroImage, 59(1):519-529, 2012
[bibtex] [url]
Natural Stimuli improve Auditory BCIs with respect to Ergonomics and Performance ,
Journal of neural engineering, 9(4):045003, 2012
[bibtex] [pdf] [url]
Separation of stationary and non-stationary sources with a generalized eigenvalue problem ,
Neural Networks, 33:7-20, 2012
[bibtex] [pdf]
A critical assessment of connectivity measures for EEG data: a simulation study ,
NeuroImage, 64:120-133, 2012
[bibtex] [pdf] [url]
Algebraic Geometric Comparison of Probability Distributions ,
Journal of Machine Learning Research, 13:855-903, 2012
[bibtex] [pdf]
On the convergence rate of ℓp-norm multiple kernel learning ,
Journal of Machine Learning Research, 13:2465-2502, 2012
[bibtex]
Fast Cross-Validation via Sequential Testing ,
arxiv CoRR, abs/1206.2248, 2012
[bibtex] [url]
Intelligent Defense against Malicious JavaScript Code ,
PIK - Praxis der Informationsverarbeitung und Kommunikation, 35(1):54-60, 2012
[bibtex]
Prestimulus sensorimotor rhythms influence brain-computer interface classification performance ,
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society, 20:653-662, 2012
[bibtex] [url]
On the feasibility of using motor imagery EEG-based brain-computer interface in chronic tetraplegics for assistive robotic arm control: a clinical test and long-term post-trial follow-up, open access ,
Spinal Cord, Nature Publishing Group, 2012
[bibtex] [url]
Stationary Common Spatial Patterns for Brain-Computer Interfacing ,
Journal of Neural Engineering, 9(2):026013, 2012
[bibtex] [url]
Exploring motion VEPs for gaze-independent communication ,
Journal of neural engineering, 9(4):045006, 2012
[bibtex] [pdf] [url]
Online detection of error-related potentials boosts the performance of mental typewriters ,
BMC neuroscience, 13:19, 2012
[bibtex] [url]
Towards a Direct Measure of Video Quality Perception using EEG ,
IEEE transactions on image processing : a publication of the IEEE Signal Processing Society, 21(5):2619-2629, 2012
[bibtex] [pdf] [url]
Review of the BCI Competition IV, Open Access ,
Frontiers in neuroscience, 6(55), 2012
[bibtex] [url]
Does bimodal stimulus presentation increase ERP components usable in BCIs? ,
Journal of neural engineering, 9(4):045005, 2012
[bibtex] [url]
Control-Display Mapping in Brain-Computer Interfaces ,
Ergonomics, 55(5):564-580, 2012
[bibtex] [pdf] [url]
Special section on gaze-independent brain-computer interfaces (Editorial) ,
Journal of neural engineering, 9(4):040201, 2012
[bibtex]
BCI applications for the general population ,
Brain-Computer Interfaces - Principles and Practice, Oxford University Press, 2012
[bibtex]
Alleviating the Influence of Weak Data Asymmetries on Granger-Causal Analyses, 10.1007/978-3-642-28551-6_4 ,
Latent Variable Analysis and Signal Separation, Springer Berlin / Heidelberg, Lecture Notes in Computer Science, 7191:25-33, 2012
[bibtex] [pdf] [url]
An Algebraic Method for Approximate Rank One Factorization of Rank Deficient Matrices ,
Latent Variable Analysis and Signal Separation, Springer Berlin / Heidelberg, Lecture Notes in Computer Science, 2012
[bibtex] [url]
Maschinelles Lernen mit mehreren Kernen ,
Ausgezeichnete Informatikdissertationen 2011. LNI D-12, GI, 2012
[bibtex]
Deep Boltzmann Machines and the Centering Trick ,
Neural Networks: Tricks of the trade, Reloaded, Springer, LNCS, 7700, 2012
[bibtex] [pdf] [url]
Designing future BCIs: Beyond the bit rate ,
Towards Practical Brain-Computer Interfaces, Springer, 2012
[bibtex]
Quantifying Spatiotemporal Dynamics of Twitter Replies to News Feeds ,
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing, 2012
[bibtex] [pdf]
Canonical Trends: Detecting Trend Setters in Web Data ,
Proceedings of the International Conference on Machine Learning, 2012
[bibtex] [pdf]
Multi-variate correlation of power spectral density ,
Annual Meeting of the Organization for Human Brain Mapping (OHBM), 2012, 2012
[bibtex]
Using NIRS as a predictor for EEG-based BCI performance ,
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference, 2012:4911-4914, 2012
[bibtex] [pdf]
How stimulation speed affects Event-Related Potentials and BCI performance ,
Conf Proc IEEE Eng Med Biol Soc, 2012:1802-1805, 2012
[bibtex] [pdf]
Regression for sets of polynomial equations ,
JMLR Workshop and Conference Proc. Vol. 22, 2012
[bibtex] [pdf]
Learning Stateful Models for Network Honeypots ,
Proceedings of the 5th ACM Workshop on Security and Artificial Intelligence (AISEC), 2012
[bibtex] [pdf]
Deep Boltzmann Machines as Feed-Forward Hierarchies ,
International Conference on Artificial Intelligence and Statistics (AISTATS), 2012
[bibtex] [pdf]
Learning Invariant Representations of Molecules for Atomization Energy Prediction ,
Advances in Neural Information Processing Systems 25, 2012
[bibtex] [url]
First Study Towards Linear Control of an Upper-Limb Neuroprosthesis with an EEG-based Brain-Computer Interface ,
Conf Proc IEEE Eng Med Biol Soc, 2012, 2012
[bibtex] [url]
Hybrid EEG-based BCI User Interface for Action Selection ,
Conf Proc International Conference on NeuroRehabilitation, 2012, 2012
[bibtex]
Brain-Computer Interfacing in Discriminative and Stationary Subspaces ,
Conf Proc IEEE Eng Med Biol Soc (EMBC), 2012
[bibtex] [url]
Common Spatial Pattern Patches: online evaluation on naive users ,
Conf Proc IEEE Eng Med Biol Soc, 2012, 2012
[bibtex] [pdf]
A New Capacitive EMG Sensor for Control of the Active Orthosis Orthojacket ,
Biomedical Engineering / 765: Telehealth / 766: Assistive Technologies, ACTAPRESS, 2012
[bibtex] [url]
Exploring the use of direct feedback in ERP-based BCI ,
Conf Proc IEEE Eng Med Biol Soc, 2012:6707-6710, 2012
[bibtex]
No Surprise - Fixed Sequence Event-Related Potentials for Brain-Computer Interfaces ,
Engineering in Medicine and Biology Society (EMBC), 2012 Annual International Conference of the IEEE, 2012
[bibtex] [pdf]
Mushu, a free- and open source BCI signal acquisition, written in Python ,
Conf Proc IEEE Eng Med Biol Soc, 2012, 2012
[bibtex] [pdf]
Efficient Training of Graph-Regularized Multitask SVMs ,
Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases, Springer, 2012
[bibtex]
Editorial: Charting Chemical Space: Challenges and Opportunities for Artificial Intelligence and Machine Learning ,
Molecular Informatics, 30(9):751-751, 2011
[bibtex] [url]
Directional Variance Adjustment: a novel covariance estimator for high dimensional portfolio optimization ,
arXiv, 2011
[bibtex]
Analysis of Multimodal Neuroimaging Data ,
Biomedical Engineering, IEEE Reviews in, 4:26-58, 2011
[bibtex]
Insights from Classifying Visual Concepts with Multiple Kernel Learning ,
arXiv, 2011
[bibtex] [url]
Single-trial analysis and classification of ERP components - a tutorial ,
NeuroImage, 56:814-825, 2011
[bibtex] [pdf] [url]
Using Simulated Input into Brain-Computer Interfaces for User-Centred Design ,
International Journal of Bioelectromagnetism, 13(2):86-87, 2011
[bibtex] [url]
A comparison of univariate, vector, bilinear autoregressive and band power features for brain-computer interfaces ,
Medical and Biological Engineering and Computing, 2011
[bibtex]
Slow Feature Analysis as a Potential Preprocessing Tool in BCI ,
International Journal of Bioelectromagnetism, 13(2):100-101, 2011
[bibtex] [url]
L1-penalized Linear Mixed-Effects Models for high dimensional data with application to BCI ,
NeuroImage, 56(4):2100 - 2108, 2011
[bibtex] [pdf] [url]
Bristle-sensors - Low-cost Flexible Passive Dry EEG Electrodes for Neurofeedback and BCI Applications ,
Journal of neural engineering, 8:025008, 2011
[bibtex] [pdf]
Novel Paradigms for Auditory ERP Spellers with Spatial Hearing: Two Online Studies ,
International Journal of Bioelectromagnetism, 13(2):96-97, 2011
[bibtex] [url]
A novel 9-class auditory ERP paradigm driving a predictive text entry system, Open Access ,
Frontiers in neuroscience, 5:99, 2011
[bibtex] [url]
Visual Interpretation of Kernel-Based Prediction Models ,
Molecular Informatics, 30(9):817-826, 2011
[bibtex] [url]
Large-Scale EEG/MEG Source Localization with Spatial Flexibility ,
NeuroImage, 54:851-859, 2011
[bibtex] [pdf] [url]
EEG potentials predict upcoming emergency brakings during simulated driving ,
Journal of neural engineering, 8:056001, 2011
[bibtex] [url]
Motivation affects performance in a P300-Brain-Computer Interface ,
International Journal of Bioelectromagnetism, 13(1):46-47, 2011
[bibtex] [url]
Lp-norm Multiple Kernel Learning ,
Journal of Machine Learning Research, 12:953-997, 2011
[bibtex]
Introduction to machine learning for brain imaging ,
NeuroImage, 56:387-399, 2011
[bibtex] [pdf] [url]
Forschen an einer neuen Schnittstelle zum Gehirn: Das Berliner Brain-Computer-Interface ,
Nova Acta Leopoldina, 110(377):235-257, 2011
[bibtex] [url]
The Stationary Subspace Analysis Toolbox ,
Journal of Machine Learning Research, 12:3065-3069, 2011
[bibtex] [pdf]
Tools for Brain-Computer Interaction: a general concept for a hybrid BCI (hBCI), Open Access ,
Front Neuroinformatics, 5(0), 2011
[bibtex] [url]
Tobi hybrid BCI: principle of a new assistive method ,
International Journal of Bioelectromagnetism, 13(3):144-145, 2011
[bibtex] [url]
Kernel analysis of deep networks ,
Journal of Machine Learning Research, 12:2563-2581, 2011
[bibtex] [pdf]
Investigating EEG non-stationarities with robust PCA and its application to improve BCI performance ,
International Journal of Bioelectromagnetism, 13:50-51, 2011
[bibtex] [url]
StructRank: A New Approach for Ligand-Based Virtual Screening ,
J. Chem. Inf. Model., 51:83-92, 2011
[bibtex]
Self-Learning Network Intrusion Detection ,
Information Technology (IT), Oldenbourg, 53(3):152-156, 2011
[bibtex] [pdf]
Similarity Measures for Sequential Data ,
WIREs: Data Mining and Knowledge Discovery, Wiley, 1(4):296-304, 2011
[bibtex] [pdf]
Automatic Analysis of Malware Behavior using Machine Learning ,
Journal of Computer Security (JCS), IOPress, 19(4):639-668, 2011
[bibtex] [pdf]
Common Spatial Pattern Patches - an Optimized Filter Ensemble for Adaptive Brain-Computer Interfaces ,
Journal of neural engineering, 8(2):025012 (7pp), 2011
[bibtex] [url]
Putting AMUSE to work: an end-user study ,
International Journal of Bioelectromagnetism, 13(3):139-140, 2011
[bibtex] [url]
Listen, you are writing! Speeding up online spelling with a dynamic auditory BCI, Open Access ,
Frontiers in neuroscience, 5(112), 2011
[bibtex] [url]
Direct density-ratio estimation with dimensionality reduction via least-squares hetero-distributional subspace search ,
Neural Networks, 24(2):183-198, 2011
[bibtex]
Optimized Stimulation Events for a Visual ERP BCI ,
International Journal of Bioelectromagnetism, 13(3):119-120, 2011
[bibtex] [url]
Brain-Computer Interfacing using Modulations of Alpha Activity Induced by Covert Shifts of Attention ,
Journal of neuroengineering and rehabilitation, 8:24, 2011
[bibtex] [url]
Gaze-independent brain-computer interfaces based on covert attention and feature attention, Open Access ,
Journal of neural engineering, 8(6):066003, 2011
[bibtex] [url]
Gaze-independent visual brain-computer interfaces, Open Access ,
International Journal of Bioelectromagnetism, 13(1):11-12, 2011
[bibtex] [url]
Interactions between constituent single symmetries in multiple symmetry ,
Atten Percept Psychophys, 73(5):1487-1502, 2011
[bibtex] [url]
Toward Unsupervised Adaptation of LDA for Brain-Computer Interfaces ,
IEEE transactions on bio-medical engineering, 58(3):587 -597, 2011
[bibtex] [url]
Machine-Learning Based Co-adaptive Calibration ,
Neural computation, 23(3):791-816, 2011
[bibtex] [pdf] [url]
Co-adaptive calibration to improve BCI efficiency ,
Journal of neural engineering, 8(2):025009 (8pp), 2011
[bibtex] [url]
BiosSig: The free and open source software library for biomedical signal processing ,
Computational Intelligence and Neuroscience, 2011, 2011
[bibtex] [url]
Automatic Classification of Artifactual ICA-Components for Artifact Removal in EEG Signals ,
Behavioral and brain functions : BBF, 7(1):30, 2011
[bibtex] [url]
Artifact-Insensitivity of CSP in Motor Imagery BCI ,
International Journal of Bioelectromagnetism, 13(2):72-73, 2011
[bibtex] [url]
An Information Geometrical View of Stationary Subspace Analysis ,
Artificial Neural Networks and Machine Learning - ICANN 2011, Springer Berlin / Heidelberg, Lecture Notes in Computer Science, 6792:397-404, 2011
[bibtex] [url]
Multi-task Learning via Non-sparse Multiple Kernel Learning ,
Computer Analysis of Images and Patterns, Springer Berlin / Heidelberg, Lecture Notes in Computer Science, 6854:335-342, 2011
[bibtex] [url]
Improving Classification Performance of BCIs by Using Stationary Common Spatial Patterns and Unsupervised Bias Adaptation ,
Hybrid Artificial Intelligent Systems, Springer Berlin / Heidelberg, Lecture Notes in Computer Science, 6679:34-41, 2011
[bibtex] [url]
A Physiological Approach to Determine Video Quality ,
2011 IEEE International Symposium on Multimedia (ISM), 2011
[bibtex] [url]
The Joint Submission of the TU Berlin and Fraunhofer FIRST (TUBFI) to the ImageCLEF2011 Photo Annotation Task ,
CLEF (Notebook Papers/Labs/Workshop), 2011
[bibtex] [pdf]
A Hybrid Supervised-Unsupervised Vocabulary Generation Algorithm for Visual Concept Recognition ,
Computer Vision - ACCV 2010, Springer Berlin / Heidelberg, Lecture Notes in Computer Science, 6494:95-108, 2011
[bibtex] [url]
Stationary Linear Discriminant Analysis - Classifying Non-Stationary Features in Brain-Computer Interfacing, Conference Abstract: Bernstein Conference on Computational Neuroscience (BCCN '11) ,
Frontiers in Neuroscience, 2011
[bibtex] [url]
Afferent and efferent activity control in the design of brain computer interfaces for motor rehabilitation ,
Conf Proc IEEE Eng Med Biol Soc, 2011:7310-7315, 2011
[bibtex] [url]
Slow Feature Analysis - A Tool for Extraction of Discriminating Event-Related Potentials in Brain-Computer Interfaces ,
Artificial Neural Networks and Machine Learning - ICANN 2011, Springer Berlin / Heidelberg, Lecture Notes in Computer Science, 6791:36-43, 2011
[bibtex] [url]
Band Power Features Correlate With Performance In Auditory Brain-Computer Interface ,
Front. Hum. Neurosci. Conference Abstract: XI International Conference on Cognitive Neuroscience (ICON XI), 2011
[bibtex] [url]
Adaptive Classification Improves Control Performance In ERP-Based BCIs ,
Proceedings of the 5th International BCI Conference, 2011
[bibtex] [url]
ℓ1-Penalized Linear Mixed-Effects Models for BCI ,
Artificial Neural Networks and Machine Learning-ICANN 2011, Springer-Verlag, 2011
[bibtex]
Natural stimuli for auditory BCI ,
Neurosc Let, 500(Supplement 1):e11, 2011
[bibtex] [pdf] [url]
Stimulation Speed Boosts Auditory BCI Performance ,
Proc. 5th Int. BCI Conf. Graz, Verlag der Technischen Universität Graz, 2011
[bibtex] [url]
A New Scatter-Based Multi-Class Support Vector Machine ,
Proceedings of the IEEE International Workshop on Machine Learning for Signal Processing (MLSP), 2011
[bibtex]
Multi-modal visual concept classification of images via Markov random walk over tags ,
Applications of Computer Vision (WACV), 2011 IEEE Workshop on, 2011
[bibtex] [url]
The Local Rademacher complexity of ℓp-norm multiple kernel learning ,
Advances in Neural Information Processing Systems 24, MIT Press, 2011
[bibtex]
Fast Cross-Validation via Sequential Analysis ,
Neural Information Processing Systems (NIPS), Big Learning Workshop, 2011
[bibtex] [url]
Importance of Cross-Layer Cooperation for Learning Deep Feature Hierarchies ,
NIPS Workshop on Deep Learning and Unsupervised Feature Learning, 2011
[bibtex] [pdf]
Modelling non-stationarities in EEG data with Robust Principal Component Analysis ,
Hybrid Artificial Intelligent Systems, Springer, Volume 6679/2011:51-58, 2011
[bibtex] [url]
Classifying motor imagery with FES induced EEG patterns ,
Neuroscience letters, 500(Supplement 1):e48, 2011
[bibtex] [url]
ERP assessment of word processing under broadcast bit rate limitations ,
Neuroscience letters, 500, suppl. 1:e49, 2011
[bibtex] [pdf] [url]
Revealing the Neural Response to Imperceptible Peripheral Flicker with Machine Learning ,
Conf Proc IEEE Eng Med Biol Soc, 2011:3692-3695, 2011
[bibtex] [pdf]
Simulating the feel of brain-computer interfaces for design, development and social interaction ,
Proceedings of the 2011 annual conference on Human factors in computing systems, ACM, CHI '11, 2011
[bibtex] [url]
Transfer Learning with Adaptive Regularizers ,
Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD 2011), Springer, 2011
[bibtex]
Computer Security and Machine Learning: Worst Enemies or Best Friends? ,
DIMVA Workshop on Systems Security (SYSSEC), 2011
[bibtex] [pdf]
Group-wise Stationary Subspace Analysis - A novel method for studying non-stationarities ,
Proc. 5th Int. BCI Conf. Graz, Verlag der Technischen Universität Graz, 2011
[bibtex]
Motion-based ERP spellers in a covert attention paradigm ,
Neuroscience letters, 500(Supplement 1):e11, 2011
[bibtex] [pdf] [url]
Online detection of error potentials increases information throughput in a brain-computer interface ,
Neuroscience letters, 500(Supplement 1):e19 - e20, 2011
[bibtex] [url]
Performance Optimization of ERP-Based BCIs Using Dynamic Stopping ,
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference, 2011
[bibtex] [pdf]
Adaptive Detection of Covert Communication in HTTP Requests ,
European Conference on Computer Network Defense (EC2ND), 2011
[bibtex]
Music algorithm to localize sources with unknown directivity in acoustic imaging ,
2011 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2011
[bibtex] [url]
User-centered brain-computer interface design by optimizing auditory and visual stimuli ,
Frontiers in Human Neuroscience, 2011
[bibtex] [url]
Data Driven Neuroergonomic Optimization of BCI Stimuli ,
Proc. 5th Int. BCI Conf. Graz, 2011
[bibtex]
Stationary Common Spatial Patterns: Towards robust classification of non-stationary EEG signals ,
Acoustics, Speech and Signal Processing (ICASSP), 2011 IEEE International Conference on, 2011
[bibtex] [url]
Covert Attention as a Paradigm for Subject-Independent Brain-Computer Interfacing ,
MLINI'11, 2011
[bibtex]
Vulnerability Extrapolation: Assisted Discovery of Vulnerabilities using Machine Learning ,
Proc. of 5th USENIX Workshop on Offensive Technologies (WOOT), 2011
[bibtex] [pdf]
Data-driven analysis for multimodal neuroimaging ,
Berlin Institute of Technology, 2011
[bibtex] [url]
Advances in Neurotechnology for Brain Computer Interfaces ,
Technische Universität Berlin, Fakultät IV - Elektrotechnik und Informatik, 2011
[bibtex] [pdf]
Towards EEG source connectivity analysis ,
Berlin Institute of Technology, 2011
[bibtex] [pdf] [url]
ℓp-Norm Multiple Kernel Learning ,
Berlin Institute of Technology, 2011
[bibtex]
Computing automorphisms of semigroups ,
Journal of Symbolic Computation, 45(3):373 - 392, 2010
[bibtex] [url]
How to Explain Individual Classification Decisions ,
JMLR, 11:1803-1831, 2010
[bibtex] [url]
Neurophysiological Predictor of SMR-Based BCI Performance ,
NeuroImage, 51(4):1303-1309, 2010
[bibtex] [pdf] [url]
The Berlin Brain-Computer Interface: Non-Medical Uses of BCI Technology, Open Access ,
Frontiers in neuroscience, 4:198, 2010
[bibtex] [url]
Sparse Causal Discovery in Multivariate Time Series ,
JMLR W&CP, 6:97-106, 2010
[bibtex] [pdf]
Modeling sparse connectivity between underlying brain sources for EEG/MEG ,
IEEE transactions on bio-medical engineering, 57(8):1954 - 1963, 2010
[bibtex] [pdf] [url]
Planning with Noisy Probabilistic Relational Rules ,
Journal of Artificial Intelligence Research, 39:1-49, 2010
[bibtex] [pdf]
Relationship between neural and hemodynamic signals during spontaneous activity studied with temporal kernel CCA ,
Magnetic Resonance Imaging, 28(8):1095-1103, 2010
[bibtex] [url]
Non-zero mean and asymmetry of neuronal oscillations have different implications for evoked responses. ,
Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology, 121(2):186-93, 2010
[bibtex] [url]
Localizing and estimating causal relations of interacting brain rhythms, Open Access ,
Frontiers in human neuroscience, 4:209, 2010
[bibtex] [url]
Combining Brain-Computer Interfaces and Assistive Technologies: State-of-the-Art and Challenges, Open Access ,
Frontiers in Neuroprosthetics, 4, 2010
[bibtex] [url]
Approximate Tree Kernels ,
Journal of Machine Learning Research, 11(Feb):555-580, 2010
[bibtex] [pdf]
From machine learning to natural product derivatives selectively activating transcription factor PPARγ ,
ChemMedChem, 5(2):191-194, 2010
[bibtex] [url]
On optimal channel configurations for SMR-based brain-computer interfaces ,
Brain topography, 23(2):186-193, 2010
[bibtex] [pdf] [url]
A New Auditory Multi-class Brain-Computer Interface Paradigm: Spatial Hearing as an Informative Cue, Open Access ,
PloS one, 5(4):e9813, 2010
[bibtex] [url]
Truxillic acid derivatives act as peroxisome proliferator-activated receptor [gamma] activators ,
Bioorganic & Medicinal Chemistry Letters, 20(9):2920-2923, 2010
[bibtex] [url]
Applicability Domains for Classification Problems: Benchmarking of Distance to Models for Ames Mutagenicity Set ,
J. Chem. Inf. Model., 50(12):2094-2111, 2010
[bibtex] [url]
A regularized discriminative framework for EEG analysis with application to brain-computer interface ,
NeuroImage, 49:415-432, 2010
[bibtex] [url]
Behind the Looking-Glass: A Review on Human Symmetry Perception ,
Symmetry, 2(3):1510-1543, 2010
[bibtex] [url]
(C)overt attention and visual speller design in an ERP-based brain-computer interface, Open Access ,
Behavioral and brain functions : BBF, 6:28, 2010
[bibtex] [url]
Pyff - A Pythonic Framework for Feedback Applications and Stimulus Presentation in Neuroscience, Open Access ,
Frontiers in neuroscience, 4:179, 2010
[bibtex] [url]
Towards a Cure for BCI Illiteracy, Open Access ,
Brain topography, 23:194-198, 2010
[bibtex] [url]
Open database of epileptic EEG with MRI and postoperational assessment of foci - a real world verification for the EEG inverse solutions ,
Neuroinformatics, 8:285-299, 2010
[bibtex] [pdf] [url]
Detecting Mental States by Machine Learning Techniques: The Berlin Brain-Computer Interface ,
Brain-Computer Interfaces (Revolutionizing Human-Computer Interaction), Springer, The Frontiers Collection, 2010
[bibtex] [url]
Exploiting Prior Neurophysiological Knowledge to Improve Brain Computer Interface Performance ,
17th International Conference on Biomagnetism Advances in Biomagnetism - Biomag2010, Springer Berlin Heidelberg, IFMBE Proceedings, 28:370-373, 2010
[bibtex] [url]
Comparison of Granger Causality and Phase Slope Index ,
Causality: Objectives and Assessment, JMLR Workshop and Conference Proceedings, 6:267-276, 2010
[bibtex] [url]
Adaptive Methods in BCI Research - An Introductory Tutorial ,
Brain-Computer Interfaces, Springer, The Frontiers Collection, 2010
[bibtex] [url]
Constructing Surrogate Data to Control for Artifacts of Volume Conduction for Functional Connectivity Measures ,
17th International Conference on Biomagnetism Advances in Biomagnetism - Biomag2010, Springer Berlin Heidelberg, IFMBE Proceedings, 28:207-210, 2010
[bibtex] [url]
A novel brain-computer interface based on the rapid serial visual presentation paradigm ,
Conf Proc IEEE Eng Med Biol Soc, 2010:2686-2689, 2010
[bibtex] [pdf] [url]
Finding Stationary Brain Sources in EEG Data ,
Proceedings of the 32nd Annual Conference of the IEEE EMBS, 2010
[bibtex]
Analysing Dependency Dynamics in Web Data ,
AAAI Spring Symposium: Linked Data meets AI, 2010
[bibtex] [pdf] [url]
Enhancing Recognition of Visual Concepts with Primitive Color Histograms via Non-sparse Multiple Kernel Learning, 10.1007/978-3-642-15751-6_33 ,
Multilingual Information Access Evaluation II. Multimedia Experiments, Springer Berlin / Heidelberg, Lecture Notes in Computer Science, 6242:269-276, 2010
[bibtex] [url]
Novel paradigms for auditory P300 Spellers with spatial hearing: two online studies, Conference Abstract: Bernstein Conference on Computational Neuroscience 2010 ,
Frontiers in computational neuroscience, 2010
[bibtex] [url]
Two-dimensional auditory P300 Speller with predictive text system ,
Conf Proc IEEE Eng Med Biol Soc, 2010:4185-4188, 2010
[bibtex] [pdf] [url]
Stationary subspace analysis as a generalized eigenvalue problem ,
Proceedings of the 17th international conference on Neural information processing (ICONIP), Springer-Verlag, 2010
[bibtex]
Localization of class-related mu-rhythm desynchronization in motor imagery based Brain-Computer Interface sessions ,
Conf Proc IEEE Eng Med Biol Soc, 2010:5137-5140, 2010
[bibtex] [pdf] [url]
Modeling the Connectivity of Neural Ensembles Underlying EEG/MEG, Conference Abstract: Bernstein Conference on Computational Neuroscience 2010 ,
Frontiers in computational neuroscience, 2010
[bibtex] [url]
Neural Signatures Enhance Emergency Braking Intention Detection during Simulated Driving, Conference Abstract: Bernstein Conference on Computational Neuroscience 2010 ,
Frontiers in computational neuroscience, 2010
[bibtex] [url]
Investigation of Non-stationarity in Brain Activity via Robust Principal Component Analysis ,
Bernstein Conference on Computational Neuroscience, 2010
[bibtex] [url]
Online Anomaly Detection under Adversarial Impact ,
JMLR Workshop and Conference Proceedings, Volume 9: AISTATS, MIT Press, 2010
[bibtex] [pdf]
A Unifying View of Multiple Kernel Learning ,
Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD), 2010
[bibtex] [pdf]
TokDoc: A Self-Healing Web Application Firewall ,
Proc. of 25th ACM Symposium on Applied Computing (SAC), 2010
[bibtex] [pdf]
ASAP: Automatic Semantics-Aware Analysis of Network Payloads ,
Proc. of ECML Workshop on Privacy and Security Issues in Data Mining and Machine Learning (PSDML), 2010
[bibtex] [pdf]
Exploration in Relational Worlds ,
Proc. of the European Conf. on Machine Learning (ECML), 2010
[bibtex] [pdf]
Probabilistic Backward and Forward Reasoning in Stochastic Relational Worlds ,
Proc. of the Int. Conf. on Machine Learning (ICML), 2010
[bibtex] [pdf]
Layer-wise analysis of deep networks with Gaussian kernels ,
Advances in Neural Information Processing Systems 23, 2010
[bibtex] [pdf]
Using ERPs for Assessing the (Sub)Conscious Perception of Noise ,
Conf Proc IEEE Eng Med Biol Soc, 2010:2690-2693, 2010
[bibtex] [pdf] [url]
Assessing the (Sub)Conscious Processing of Noise based on ERPs, Conference Abstract: Bernstein Conference on Computational Neuroscience 2010 ,
Frontiers in computational neuroscience, 2010
[bibtex] [url]
Cujo: Efficient Detection and Prevention of Drive-by-Download Attacks ,
Proc. of 26th Annual Computer Security Applications Conference (ACSAC), 2010
[bibtex] [pdf]
Botzilla: Detecting the "Phoning Home" of Malicious Software ,
Proc. of 25th ACM Symposium on Applied Computing (SAC), 2010
[bibtex] [pdf]
Common Spatial Pattern Patches - an Optimized Filter Ensemble for Adaptive Brain-Computer Interfaces ,
Conf Proc IEEE Eng Med Biol Soc, 2010:4351-4354, 2010
[bibtex] [pdf] [url]
Common Spatial Pattern Patches - an Optimized Spatial Filter for Adaptive BCIs, Conference Abstract: Bernstein Conference on Computational Neuroscience 2010 ,
Frontiers in computational neuroscience, 2010
[bibtex] [url]
Alpha-modulation induced by covert attention shifts as a new input modality for EEG-based BCIs ,
Proceedings of the 2010 IEEE Conference on Systems, Man and Cybernetics (SMC2010), 2010
[bibtex] [pdf] [url]
Alpha-modulation induced by covert attention shifts as a new input modality for EEG-based BCIs, Conference Abstract: Bernstein Conference on Computational Neuroscience 2010 ,
Frontiers in computational neuroscience, 2010
[bibtex] [url]
Direct Density Ratio Estimation with Dimensionality Reduction ,
Proceedings of 2010 SIAM International Conference on Data Mining (SDM2010), 2010
[bibtex]
Integrated motor control, planning, grasping and high-level reasoning in a blocksworld using probabilistic inference ,
IEEE International Conference on Robotics and Automation (ICRA), 2010
[bibtex] [pdf]
Towards gaze-independent visual brain-computer interfaces, Conference Abstract: Bernstein Conference on Computational Neuroscience 2010 ,
Frontiers in computational neuroscience, 2010
[bibtex] [url]
A Malware Instruction Set for Behavior-based Analysis. ,
Proc. of Conference "Sicherheit, Schutz und Zuverlässigkeit" (SICHERHEIT), 2010
[bibtex] [pdf]
Novel Applications of BCI Technology: Psychophysiological Optimization of Working Conditions in Industry ,
Proceedings of the 2010 IEEE Conference on Systems, Man and Cybernetics (SMC2010), 2010
[bibtex] [url]
Stationary Common Spatial Patterns for non-stationary EEG data, Conference Abstract: Bernstein Conference on Computational Neuroscience (BCCN '10) ,
Frontiers in Neuroscience, 2010
[bibtex] [url]
Enhancing Image Classification with Class-wise Clustered Vocabularies ,
Pattern Recognition (ICPR), 2010 20th International Conference on, 2010
[bibtex] [url]
Shrinking large visual vocabularies using multi-label agglomerative information bottleneck ,
Image Processing (ICIP), 2010 17th IEEE International Conference on, 2010
[bibtex] [url]
Non-Sparse Regularization and Efficient Training with Multiple Kernels ,
EECS Department, University of California, Berkeley, 2010
[bibtex] [pdf] [url]
Security Analysis of Online Centroid Anomaly Detection, CoRR abs/1003.0078 ,
EECS Department, University of California, Berkeley, 2010
[bibtex] [pdf] [url]
FIPS: FIRST Intrusion Prevention System ,
Fraunhofer Institute FIRST, 2010
[bibtex]
Finding Stationary Subspaces in Multivariate Time Series ,
Physical Review Letters, 103:214101, 2009
[bibtex]
Temporal Kernel Canonical Correlation Analysis and its Application in Multimodal Neuronal Data Analysis ,
Machine Learning, 79(1-2):5-27, 2009
[bibtex] [pdf] [url]
Brain-Computer Interfacing in Tetraplegic Patients with High Spinal Cord Injury ,
International Journal of Bioelectromagnetism, 11(2):65-68, 2009
[bibtex] [pdf] [url]
Subject-independent mental state classification in single trials ,
Neural networks : the official journal of the International Neural Network Society, 22(9):1305-1312, 2009
[bibtex] [url]
Benchmark Data Set for in Silico Prediction of Ames Mutagenicity ,
J. Chem. Inf. Model., 49(9):2077-2081, 2009
[bibtex] [url]
BiasCorrection of Regression Models: A Case Study on hERG Inhibition ,
Journal of Chemical Information and Modelling, 49(6):1486-1496, 2009
[bibtex] [url]
A Generalized Framework for Quantifying the Dynamics of EEG Event-Related Desynchronization, Open Access ,
PLoS Comput Biol, Public Library of Science, 5(8), 2009
[bibtex] [url]
Improving BCI performance by task-related trial pruning ,
Neural Networks, 22:1295-1304, 2009
[bibtex] [url]
Initial results of a high-speed spatial auditory BCI ,
International Journal of Bioelectromagnetism, 11(2):105-109, 2009
[bibtex] [pdf] [url]
Now you'll feel it - now you won't: EEG rhythms predict the effectiveness of perceptual masking ,
Journal of cognitive neuroscience, 21(12):2407-2419, 2009
[bibtex] [url]
How Wrong Can We Get? A Review of Machine Learning Approaches and Error Bars ,
Combinatorial Chemistry & High Throughput Screening, 12(5):453-468, 2009
[bibtex] [url]
Classification of Artifactual ICA Components ,
International Journal of Bioelectromagnetism, 11(2):110-114, 2009
[bibtex] [pdf] [url]
Time Domain Parameters as a feature for EEG-based Brain Computer Interfaces ,
Neural Networks, 22:1313-1319, 2009
[bibtex] [url]
Securing IMS against Novel Threats ,
Bell Labs Technical Journal, 14(1):243-257, 2009
[bibtex] [pdf]
Designing for uncertain, asymmetric control: Interaction design for brain-computer interfaces ,
Int J Hum Comput Stud, 67(10):827-841, 2009
[bibtex] [url]
Stationary Subspace Analysis ,
ICA, 2009
[bibtex] [url]
Neuronal Correlates of Emotions in Human-Machine Interaction, Eighteenth Annual Computational Neuroscience Meeting: CNS*2009 ,
BMC Neuroscience 2009, 10:(Suppl 1):P80, 2009
[bibtex] [url]
Predicting BCI Performance to Study BCI Illiteracy ,
7th NFSI & ICBEM 2009, 2009
[bibtex] [pdf]
Towards a Cure for BCI Illiteracy: Machine-Learning Based Co-adaptive Learning, Eighteenth Annual Computational Neuroscience Meeting: CNS*2009 ,
BMC Neuroscience 2009, 10:(Suppl 1):P85, 2009
[bibtex] [url]
Predicting BCI Performance to Study BCI Illiteracy, Eighteenth Annual Computational Neuroscience Meeting: CNS*2009 ,
BMC Neuroscience 2009, 10:(Suppl 1):P84, 2009
[bibtex] [url]
An open database of EEG data from child epilepsy with postoperational foci localization at eeg.pl/epi, Conference Abstract: Neuroinformatics 2009 ,
Frontiers in Neuroscience, 2009
[bibtex] [url]
Subject independent EEG-based BCI decoding ,
Advances in Neural Information Processing Systems 22, MIT Press, 2009
[bibtex]
Active and Semi-supervised Data Domain Description ,
Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD), 2009
[bibtex] [pdf]
Active Learning for Network Intrusion Detection ,
Proc. of CCS Workshop on Security and Artificial Intelligence (AISEC), 2009
[bibtex] [pdf]
Improving BCI Performance by Modified Common Spatial Patterns with Robustly Averaged Covariance Matrices ,
WC2009, 2009
[bibtex]
A maxmin approach to optimize spatial filters for EEG single-trial classification ,
Proceedings of IWANN 09, Part I, LNCS, 2009
[bibtex] [pdf]
Robust Common Spatial Filters with a Maxmin Approach ,
EMBS-Conference, 2009
[bibtex]
Efficient and Accurate Lp-Norm Multiple Kernel Learning ,
Advances in Neural Information Processing Systems 22, MIT Press, 2009
[bibtex] [pdf]
Feature Selection for Density Level-Sets ,
Proceedings of the European Conference on Machine Learning and Knowledge Discovery in Databases (ECML/PKDD), 2009
[bibtex] [pdf]
Relevance Grounding for Planning in Relational Domains ,
Proc. of the European Conf. on Machine Learning (ECML), 2009
[bibtex] [pdf]
Approximate Inference for Planning in Stochastic Relational Worlds ,
Proc. of the Int. Conf. on Machine Learning (ICML), 2009
[bibtex] [pdf]
A framework for quantitative security analysis of machine learning ,
Proceedings of the 2nd ACM Workshop on Security and Artificial Intelligence (AISEC), 2009
[bibtex] [pdf]
Learning invariances with Stationary Subspace Analysis ,
Computer Vision Workshops (ICCV Workshops), 2009 IEEE 12th International Conference on, 2009
[bibtex]
Multiple Kernel Learning for Object Classification ,
Proceedings of the 12th Workshop on Information-based Induction Sciences, 2009
[bibtex] [pdf]
Practicing fast-decision BCI using a "goalkeeper" paradigm, Eighteenth Annual Computational Neuroscience Meeting: CNS*2009 ,
BMC Neuroscience 2009, 10:(Suppl 1):P69, 2009
[bibtex] [pdf] [url]
Visualization and Explanation of Payload-Based Anomaly Detection ,
Proc. of European Conference on Computer Network Defense (EC2ND), 2009
[bibtex] [pdf]
Playing Pinball with non-invasive BCI ,
Advances in Neural Information Processing Systems 21, December 8-11, 2008, MIT Press, 2009
[bibtex] [pdf]
A Multi-Class Support Vector Machine Based on Scatter Criteria ,
Technische Universität Berlin, 2009
[bibtex] [url]
Automatic Analysis of Malware Behavior using Machine Learning ,
Berlin Institute of Technology, 2009
[bibtex]
Support Vector Machines and Kernels for Computational Biology ,
PLoS Computational Biology, 4, 2008
[bibtex] [url]
The Berlin Brain-Computer Interface: Accurate performance from first-session in BCI-naive subjects ,
IEEE transactions on bio-medical engineering, 55(10):2452-2462, 2008
[bibtex] [pdf] [url]
Optimizing Spatial Filters for Robust EEG Single-Trial Analysis ,
IEEE Signal Processing Magazine, 25(1):41-56, 2008
[bibtex] [pdf] [url]
On Relevant Dimensions in Kernel Feature Spaces ,
Journal of Machine Learning Research, 9:1875-1908, 2008
[bibtex]
Combining sparsity and rotational invariance in EEG/MEG source reconstruction ,
NeuroImage, 42(2):726-738, 2008
[bibtex] [pdf] [url]
Towards Zero Training for Brain-Computer Interfacing, Open Access ,
PloS one, Public Library of Science, 3(8):e2967, 2008
[bibtex] [pdf] [url]
Machine learning for real-time single-trial EEG-analysis: From brain-computer interfacing to mental state monitoring ,
Journal of neuroscience methods, 167(1):82-90, 2008
[bibtex] [pdf] [url]
Understanding brain connectivity from EEG data by identifying systems composed of interacting sources ,
NeuroImage, 42(1):87 - 98, 2008
[bibtex]
Brain-Computer Interfacing for Intelligent Systems ,
IEEE Intelligent Systems, 23(3):72-79, 2008
[bibtex] [pdf] [url]
Robustly Estimating the Flow Direction of Information in Complex Physical Systems ,
Physical Review Letters, 100:234101, 2008
[bibtex] [pdf] [url]
Linear-Time Computation of Similarity Measures for Sequential Data ,
Journal of Machine Learning Research, Microtome Publishing, 9(Jan):23-48, 2008
[bibtex] [pdf]
A Probabilistic Approach to Classifying Metabolic Stability ,
Journal of Chemical Information and Modelling, 48(4):785-796, 2008
[bibtex] [pdf] [url]
POIMs: Positional Oligomer Importance Matrices - Understanding Support Vector Machine Based Signal Detectors, (received the Best Student Paper Award at ISMB08) ,
Bioinformatics, 2008
[bibtex]
Direct Importance Estimation for Covariate Shift Adaptation ,
Annals of the Institute of Statistical Mathematics, 60(4):699-746, 2008
[bibtex]
The Berlin Brain-Computer Interface ,
WCCI 2008 Plenary/Invited Lectures, Springer, LNCS, 5050:79-101, 2008
[bibtex] [pdf] [url]
Machine Learning for Intrusion Detection ,
Mining Massive Data Sets for Security, IOS press, 2008
[bibtex]
Toroidal Models in Tonal Theory and Pitch- Class Analysis ,
Tonal Theory for the Digital Age, Computing in Musicology, Center for Computer Assisted Research in the Humanities and MIT Press, 15:74-103, 2008
[bibtex] [pdf]
Invariant Common Spatial Patterns: Alleviating Nonstationarities in Brain-Computer Interfacing ,
Advances in Neural Information Processing Systems 20, MIT Press, 2008
[bibtex] [pdf]
Requirements for Network Monitoring from an IDS Perspective ,
Perspectives Workshop: Network Attack Detection and Defense (Dagstuhl Seminar Proceedings), 2008
[bibtex]
Incorporation of Application Layer Protocol Syntax into Anomaly Detection ,
Proc. of International Conference on Information Systems Security (ICISS), 2008
[bibtex] [pdf]
Attack Taxonomy ,
Perspectives Workshop: Network Attack Detection and Defense (Dagstuhl Seminar Proceedings), 2008
[bibtex]
Asynchronous, adaptive BCI using movement imagination training and rest-state inference ,
IASTED's Proceedings on Artificial Intelligence and Applications 2008, 2008
[bibtex] [url]
OCAS Optimized cutting plane algorithm for support vector machines ,
Proceedings of the 25nd International Machine Learning Conference, ACM Press, 2008
[bibtex]
Estimating vector fields using sparse basis field expansions ,
Advances in Neural Information Processing Systems 21, MIT Press, 2008
[bibtex] [pdf]
Measuring and Detecting Fast-Flux Service Networks ,
15th Annual Network & Distributed System Security Symposium (NDSS), 2008
[bibtex] [pdf]
Automatic feature selection for anomaly detection ,
AISec, ACM, 2008
[bibtex] [pdf]
Non-Sparse Multiple Kernel Learning ,
Proc. of the NIPS Workshop on Kernel Learning: Automatic Selection of Kernels, 2008
[bibtex] [pdf]
An Architecture for Inline Anomaly Detection ,
Proc. of European Conference on Computer Network Defense (EC2ND), 2008
[bibtex] [pdf]
Learning and Classification of Malware Behavior ,
Detection of Intrusions and Malware, and Vulnerability Assessment, Proc. of 5th DIMVA Conference, 2008
[bibtex] [pdf]
A Self-Learning System for Detection of Anomalous SIP Messages ,
Principles, Systems and Applications of IP Telecommunications (IPTCOMM), Second International Conference, LNCS, 2008
[bibtex] [pdf]
Hierarchical Feature Extraction for Compact Representation and Classification of Datasets ,
ICONIP 2007, Springer, LNCS 4984, 2008
[bibtex] [pdf]
Parieto-occipital alpha power indexes distraction during simulated car driving, Abstracts of the 14th World Congress of Psychophysiology ,
International Journal of Psychophysiology, 69(3), 2008
[bibtex] [pdf] [url]
Comparison of adaptive features with linear discriminant classifier for Brain Computer Interfaces ,
Proceedings of the 30th Annual International Conference of the IEEE Engineering in Medicine and Biology Society 2008, 2008
[bibtex]
Approximate Kernels for Trees ,
Fraunhofer Institute FIRST, 2008
[bibtex] [pdf]
Analysis of Nonstationarities in EEG signals for improving Brain-Computer Interface performance ,
Technische Universität Berlin, Fakultät IV - Elektrotechnik und Informatik, 2008
[bibtex] [pdf]
Toward Brain-Computer Interfacing ,
MIT Press, 2007
[bibtex]
Statistical properties of kernel components analysis ,
Machine Learning, 66(2-3):259-294, 2007
[bibtex] [pdf] [url]
Optimal dyadic decision trees ,
Machine Learning, 66(2-3):209-241, 2007
[bibtex] [pdf] [url]
The non-invasive Berlin Brain-Computer Interface: Fast Acquisition of Effective Performance in Untrained Subjects ,
NeuroImage, 37(2):539-550, 2007
[bibtex] [pdf] [url]
A new algorithm of non-Gaussian component analysis with radial kernel functions ,
Annals of the Institute of Statistical Mathematics, 59(1):57-75, 2007
[bibtex]
Robustifying EEG data analysis by removing outliers ,
Chaos and Complexity Letters, 2(3):259-274, 2007
[bibtex] [pdf]
The Berlin Brain-Computer Interface (BBCI): towards a new communication channel for online control in gaming applications ,
Journal of Multimedia Tools and Applications, 33(1):73-90, 2007
[bibtex] [pdf] [url]
Berlin Brain-Computer Interface - the HCI Communication Channel for Discovery, Special Issue on Ambient Intelligence ,
Int J Hum Comp Studies, 65:460-477, 2007
[bibtex] [pdf]
A novel mechanism for evoked responses in human brain ,
The European journal of neuroscience, 25:3146-54, 2007
[bibtex] [pdf]
Single Trial Classification of Motor Imagination Using 6 Dry EEG Electrodes, Open Access ,
PloS one, 2(7):e637, 2007
[bibtex] [pdf] [url]
Improving the C. elegans genome annotation using machine learning ,
PLoS Computational Biology, 3:e20, 2007
[bibtex] [pdf]
Language Models for Detection of Unknown Attacks in Network Traffic ,
Journal in Computer Virology, Springer, 2(4):243-256, 2007
[bibtex] [pdf]
Predicting Lipophilicity of Drug Discovery Molecules using Gaussian Process Models ,
ChemMedChem, 2(9):1265-1267, 2007
[bibtex] [pdf] [url]
Estimating the Domain of Applicability for Machine Learning QSAR RModels: A Study on Aqueous Solubility of Drug Discovery Molecules ,
Journal of Computer Aided Molecular Design - special issue on "ADME and Physical Properties", 21(9):485-498, 2007
[bibtex] [pdf] [url]
Machine Learning Models for Lipophilicity and their Domain of Applicability ,
Mol. Pharm., 4(4):524-538, 2007
[bibtex] [pdf] [url]
Estimating the Domain of Applicability for Machine Learning QSAR RModels: A Study on Aqueous Solubility of Drug Discovery Molecules ,
Journal of Computer Aided Molecular Design - regular issue, 21(12):651-664, 2007
[bibtex] [pdf] [url]
Accurate Solubility Prediction with Error Bars for Electrolytes: A Machine Learning Approach ,
Journal of Chemical Information and Modelling, 47(2):407-424, 2007
[bibtex] [pdf] [url]
The Need for Open Source Software in Machine Learning ,
Journal of Machine Learning Research, 8:2443-2466, 2007
[bibtex] [pdf]
Accurate Splice Site Prediction ,
BMC Bioinformatics, Special Issue from NIPS workshop on New Problems and Methods in Computational Biology Whistler, Canada, 18 December 2006, 8:(Suppl. 10):S7, 2007
[bibtex] [pdf]
Covariate Shift Adaptation by Importance Weighted Cross Validation ,
Journal of Machine Learning Research, 8:1027-1061, 2007
[bibtex] [pdf]
The Berlin Brain-Computer Interface: Machine-Learning based Detection of User Specific Brain States ,
Toward Brain-Computer Interfacing, MIT press, 2007
[bibtex]
General signal processing and machine learning tools for BCI ,
Toward Brain-Computer Interfacing, MIT Press, 2007
[bibtex]
An introducton to brain computer interfacing ,
Toward Brain-Computer Interfacing, MIT press, 2007
[bibtex]
Improving human performance in a real operating environment through real-time mental workload detection ,
Toward Brain-Computer Interfacing, MIT press, 2007
[bibtex] [pdf]
Adaptation in CSP-based BCI systems ,
Toward Brain-Computer Interfacing, MIT Press, 2007
[bibtex]
Large Scale Learning with String Kernels ,
Large Scale Kernel Machines, MIT Press, 2007
[bibtex]
Resampling-based confidence regions and multiple tests for a correlated random vector ,
Proceedings of the 20th. conference on learning theory (COLT 2007), Springer Lecture Notes on Computer Science, 4539:127-141, 2007
[bibtex] [pdf]
Occam's Hammer ,
Proceedings of the 20th. conference on learning theory (COLT 2007), Springer Lecture Notes on Computer Science, 4539:112-126, 2007
[bibtex] [pdf]
A Note on Brain Actuated Spelling with the Berlin Brain-Computer Interface ,
Universal Access in HCI, Part II, HCII 2007, Springer, LNCS, 4555:759-768, 2007
[bibtex] [pdf]
Denoising and Dimension Reduction in Feature Space, accepted ,
Advances in Neural Inf. Proc. Systems (NIPS 20), 2007
[bibtex]
Reducing Calibration Time For Brain-Computer Interfaces: A Clustering Approach ,
Advances in Neural Information Processing Systems 19, MIT Press, 2007
[bibtex] [pdf]
Aggregating Classification Accuracy across Time: Application to Single Trial EEG ,
Advances in Neural Inf. Proc. Systems (NIPS 06), MIT press, 19:825-832, 2007
[bibtex] [pdf]
Machine Learning and Applications for Brain-Computer Interfacing ,
Human Interface, Part I, HCII 2007, Springer, LNCS, 4557:705-714, 2007
[bibtex]
Large Scale Hidden Semi-Markov SVMs ,
Advances in Neural Information Processing Systems 19, MIT Press, 2007
[bibtex] [pdf] [ps]
Computation of Similarity Measures for Sequential Data using Generalized Suffix Trees ,
Advances in Neural Information Processing Systems 19, MIT Press, 2007
[bibtex] [pdf]
Assessing Drivers' Vigilance State During Monotonous Driving ,
Proceedings of the Fourth International Symposium on Human Factors in Driving Assessment, Training, and Vehicle Design, 2007
[bibtex] [pdf]
Classifying Matrices with a Spectral Regularization ,
ICML '07: Proceedings of the 24th international conference on Machine learning, ACM Press, 2007
[bibtex] [pdf]
Logistic Regression for Single Trial EEG Classification ,
Advances in Neural Information Processing Systems 19, MIT Press, 2007
[bibtex] [pdf]
Optimized cutting plane algorithm for support vector machines ,
Fraunhofer Institute FIRST, 2007
[bibtex] [pdf]
Computing Positional Oligomer Importance Matrices (POIMs) ,
Fraunhofer Institute FIRST, 2007
[bibtex] [pdf]
Analyses of single trial encephalogram data ,
Technical University of Berlin, 2007
[bibtex] [pdf]
In search of non-Gaussian components of a high-dimensional distribution ,
Journal of Machine Learning Research, 7:247-282, 2006
[bibtex] [pdf]
The Berlin Brain-Computer Interface: EEG-based communication without subject training ,
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society, 14(2):147-152, 2006
[bibtex] [pdf] [url]
The Berlin Brain-Computer Interface: Machine Learning Based Detection of User Specific Brain States ,
J Universal Computer Sci, 12(6):581-607, 2006
[bibtex] [pdf] [url]
The BCI Competition III: Validating Alternative Approachs to Actual BCI Problems ,
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society, 14(2):153-159, 2006
[bibtex] [pdf] [url]
Accurate bounds for the eigenvalues of the kernel matrix ,
Journal of Machine Learning Research, 7:2303-2328, 2006
[bibtex]
Small-World Networks and Functional Connectivity in Alzheimer's Disease ,
Cereb Cortex, 2006
[bibtex]
Combined optimization of spatial and temporal filters for improving Brain-Computer Interfacing ,
IEEE transactions on bio-medical engineering, 53(11):2274-2281, 2006
[bibtex] [pdf] [url]
From outliers to prototypes: ordering data ,
Neurocomputing, 69(13-15):1608-1618, 2006
[bibtex]
Classifying EEG and ECoG signals without subject training for fast BCI implementation: comparison of nonparalyzed and completely paralyzed subjects ,
IEEE Transactions on Neural Systems and Rehabilitation Engineering, IEEE, 14(2):183-186, 2006
[bibtex]
Incremental Support Vector Learning: Analysis, Implementation and Applications ,
Journal of Machine Learning Research, 7:1909-1936, 2006
[bibtex] [pdf]
On the information and representation of non-Euclidean pairwise data ,
Pattern Recognition, 39(10):1815-1826, 2006
[bibtex]
Enhancing the Signal to Noise Ratio of ICA-based Extracted ERPs ,
IEEE transactions on bio-medical engineering, 53(4):601-607, 2006
[bibtex]
Toward noninvasive Brain-Computer Interfaces ,
IEEE Signal Processing Magazine, 23(5):125-128, 2006
[bibtex] [pdf] [url]
BCI Meeting 2005-workshop on BCI signal processing: feature extraction and translation ,
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society, 14:135-138, 2006
[bibtex] [url]
Identifying interactions in mixed and noisy complex systems ,
Physical Review E, 73:051913, 2006
[bibtex]
Learning Interpretable SVMs for Biological Sequence Classification ,
BMC Bioinformatics, Special Issue from NIPS workshop on New Problems and Methods in Computational Biology Whistler, Canada, 18 December 2004, 7:(Suppl. 1:S9), 2006
[bibtex]
Now you feel it - now you don't: ERP correlates of somatosensory awareness ,
Psychophysiology, 43(1):31-40, 2006
[bibtex]
Towards Adaptive Classification for BCI ,
Journal of neural engineering, 3(1):R13-R23, 2006
[bibtex] [pdf] [url]
Large Scale Multiple Kernel Learning ,
Journal of Machine Learning Research, 7:1531-1565, 2006
[bibtex] [pdf]
ARTS: Accurate Recognition of Transcription Starts in Human ,
Bioinformatics, 22(14):e472-e480, 2006
[bibtex] [pdf]
Classifying Event-Related Desynchronization in EEG, ECoG and MEG Signals ,
Pattern Recognition, Springer Berlin Heidelberg, Lecture Notes in Computer Science, 4174:404-413, 2006
[bibtex] [url]
Non-Gaussian component analysis: a semi-parametric framework for linear dimension reduction ,
Advances in Neural Inf. Proc. Systems (NIPS 05), 18, 2006
[bibtex] [pdf]
The Berlin Brain-Computer Interface presents the novel mental typewriter Hex-o-Spell ,
Proceedings of the 3rd International Brain-Computer Interface Workshop and Training Course 2006, Verlag der TU Graz, 2006
[bibtex] [pdf]
Model Selection in Kernel Methods based on a Spectral Analysis of Label Information ,
Proc. DAGM, LNCS, 4174:344-353, 2006
[bibtex] [pdf]
Optimizing spatio-temporal filters for improving Brain-Computer Interfacing ,
Advances in Neural Inf. Proc. Systems (NIPS 05), MIT Press, 18:315-322, 2006
[bibtex]
Pattern recognition from one example via chopping ,
Advances in Neural Inf. Proc. Systems (NIPS 05), 18, 2006
[bibtex]
A novel dimension reduction procedure for searching non-Gaussian subspaces, accepted ,
Proc. of ICA2006, 2006
[bibtex]
Estimating non-Gaussian subspaces by characteristic functions, accepted ,
Proc. of ICA2006, 2006
[bibtex]
On-line differentiation of neuroelectric activities: algorithms and applications ,
Proceedings of the 28th Annual International Conference IEEE EMBS on Biomedicine, 2006
[bibtex] [pdf]
A note on the Berlin Brain-Computer Interface ,
Human Interaction with Machines: Proceedings of the 6th International Workshop held at the Shanghai Jiao Tong University, 2006
[bibtex]
Analyzing Coupled Brain Sources: Distinguishing True from Spurious Interaction, accepted ,
Advances in Neural Inf. Proc. Systems (NIPS 05), 18, 2006
[bibtex]
EEG-based control of reaching to visual targets ,
Dynamical Principles for neuroscience and intelligent biomimetic devices - Abstracts of the EPFL-LATSIS Symposium 2006, 2006
[bibtex]
Detecting Unknown Network Attacks using Language Models ,
Detection of Intrusions and Malware, and Vulnerability Assessment, Proc. of 3rd DIMVA Conference, 2006
[bibtex] [pdf]
Efficient Algorithms for Similarity Measures over Sequential Data: A Look beyond Kernels ,
Pattern Recognition, Proc. of 28th DAGM Symposium, 2006
[bibtex] [pdf]
A General and Efficient Multiple Kernel Learning Algorithm ,
Advances in Neural Information Processing Systems 18, MIT Press, 2006
[bibtex] [pdf] [ps]
Importance-Weighted Cross-Validation for Covariate Shift ,
Proc. DAGM, LNCS 4174, Springer-Verlag, 2006
[bibtex] [pdf]
Obtaining the best linear unbiased estimator of noisy signals by non-Gaussian component analysis ,
Proc. of ICASSP2006, 2006
[bibtex]
Uniqueness of non-Gaussian subspace analysis, accepted ,
Proc. of ICA2006, 2006
[bibtex]
Optimizing Spectral Filters for Single Trial EEG Classification ,
Proc. DAGM, LNCS 4174, Springer-Verlag, 2006
[bibtex] [pdf]
Adapting Spatial Filtering Methods for Nonstationary BCIs ,
Proceedings of 2006 Workshop on Information-Based Induction Sciences (IBIS2006), 2006
[bibtex] [pdf]
On the convergence of eigenspaces in kernel principal components analysis ,
Advances in Neural Inf. Proc. Systems (NIPS 05), 18, 2006
[bibtex] [pdf]
Spectrally Weighted Common Spatial Pattern Algorithm for Single Trial EEG Classification ,
Dept. of Mathematical Engineering, The University of Tokyo, 2006
[bibtex] [pdf]
Increasing Information Transfer Rates for Brain-Computer Interfacing ,
University of Potsdam, 2006
[bibtex] [pdf]
Hierarchical testing designs for pattern recognition ,
Annals of Statistics, 33(3):1155-1202, 2005
[bibtex]
Estimating functions for blind separation when sources have variance dependencies ,
Journal of Machine Learning Research, 6:453-482, 2005
[bibtex]
Spatio-Spectral Filters for Improving Classification of Single Trial EEG ,
IEEE transactions on bio-medical engineering, 52(9):1541-1548, 2005
[bibtex] [pdf] [url]
Classifying 'Drug-likeness' with Kernel-Based Learning Methods ,
J. Chem. Inf. Model, 45:249-253, 2005
[bibtex] [pdf]
Inlier-based ICA with an application to super-imposed images ,
International Journal of Imaging Systems and Technology, Wiley Subscription Services, Inc., A Wiley Company, 15(1):48-55, 2005
[bibtex] [url]
Measuring Phase Synchronization of Superimposed Signals ,
Physical Review Letters, 94(8):084102, 2005
[bibtex] [pdf]
Analytic expansion of the EEG lead field for realistic volume conductors ,
Physics in Medicine and Biology, 50(16):3807-23, 2005
[bibtex]
RASE: Recognition of Alternatively Spliced Exons in C. elegans ,
Bioinformatics, 21:i369-i377, 2005
[bibtex] [pdf]
Automatic Identification of Faked and Fraudulent Interviews in the German SOEP ,
Schmollers Jahrbuch,Duncker & Humblot, Berlin, 125:183-193, 2005
[bibtex]
Input-Dependent Estimation of Generalization Error under Covariate Shift ,
Statistics and Decisions, 23(4):249-279, 2005
[bibtex] [pdf]
Kernel projection machine: a new tool for pattern recognition ,
Advances in Neural Inf. Proc. Systems (NIPS 04), 2005
[bibtex]
Linear dimension reduction based on the fourth-order cumulant tensor ,
Proc. of Artifical Neural Networks - ICANN 2005, 2005
[bibtex]
Learning intrusion detection: supervised or unsupervised? ,
Image Analysis and Processing, Proc. of 13th ICIAP Conference, 2005
[bibtex] [pdf]
Visualization of anomaly detection using prediction sensitivity ,
Proc. of Conference "Sicherheit, Schutz und Zuverlässigkeit" (SICHERHEIT), 2005
[bibtex] [pdf]
GfKl 2004 contest: Annealed k-means clustering and Decision Trees ,
Proceedings of the 28th annual conference of the Gesellschaft für Klassifikation, 2005
[bibtex]
Binary on-line classification based on temporally integrated information ,
Proceedings of the 28th annual conference of the Gesellschaft für Klassifikation, 2005
[bibtex]
Learning Gaussian Process Kernels via Hierarchical Bayes ,
Advances in Neural Inf. Proc. Systems (NIPS 2004), MIT Press, 2005
[bibtex]
Learning Interpretable SVMs for Biological Sequence Classification ,
RECOMB 2005, LNBI 3500, Springer-Verlag Berlin Heidelberg, 2005
[bibtex] [pdf] [ps]
Large Scale Genomic Sequence SVM Classifiers ,
Proceedings of the International Conference on MachineLearning, ICML, 2005
[bibtex] [pdf] [ps]
Learning Gaussian Processes from Multiple Tasks ,
Machine Learning: Proceedings of the 22nd International Conference (ICML 2005), Morgan Kaufman, 2005
[bibtex]
The Berlin Brain-Computer Interface: Report from the Feedback Sessions ,
Fraunhofer FIRST, 2005
[bibtex] [pdf]
Spectral Properties of the Kernel Matrix and their Relation to Kernel Methods in Machine Learning ,
University of Bonn, 2005
[bibtex] [url]
Different paradigms for choosing sequential reweighting algorithms ,
Neural Computation, 16:811-836, 2004
[bibtex] [pdf]
Un algorithme accelere d'echantillonnage Bayesien pour le modele CART ,
Revue d'Intelligence artificielle, 18(3):383-410, 2004
[bibtex]
BCI Competition 2003 - Data Set IIa: Spatial Patterns of Self-Controlled Brain Rhythm Modulations ,
IEEE transactions on bio-medical engineering, 51(6):1062-1066, 2004
[bibtex] [pdf] [url]
The BCI Competition 2003: Progress and Perspectives in Detection and Discrimination of EEG Single Trials ,
IEEE transactions on bio-medical engineering, 51(6):1044-1051, 2004
[bibtex] [pdf] [url]
Mining Functional Modules in Genetic Networks with Decomposable Graphical Models ,
OMICS Journal of Integrative Biology, 8(2):176-188, 2004
[bibtex]
Boosting bit rates in non-invasive EEG single-trial classifications by feature combination and multi-class paradigms ,
IEEE transactions on bio-medical engineering, 51(6):993-1002, 2004
[bibtex] [pdf] [url]
Injecting noise for analysing the stability of ICA components ,
Signal Processing, 84:255-266, 2004
[bibtex]
Brain-Computer Communication with Slow Cortical Potentials: Methodology and Critical Aspects ,
IEEE transactions on bio-medical engineering, 51(6):1011-1018, 2004
[bibtex] [pdf] [url]
Zur Beurteilung des Fraud-Risikos im Rahmen der Abschlussprüfung ,
Die Wirtschaftsprüfung, 19:1057-1068, 2004
[bibtex]
Bayesian Classification of Single-Trial Event-Related Potentials in EEG ,
Int. J. Bif. Chaos, 14(2):719-726, 2004
[bibtex] [pdf]
The Berlin Brain-Computer Interface For Rapid Response ,
Biomed Tech, 49(1):61-62, 2004
[bibtex] [pdf]
Intrusion detection in unlabeled data with quarter-sphere Support Vector Machines (Extended Version) ,
Praxis der Informationsverarbeitung und Kommunikation, 27:228-236, 2004
[bibtex]
Feature Discovery in Non-Metric Pairwise Data ,
Journal of Machine Learning, 5(Jul):801-818, 2004
[bibtex]
Probabilistic Modeling of Sensorimotor u-Rhythms for Classification of Imaginary Hand Movements ,
IEEE transactions on bio-medical engineering, 51(6):1077-1080, 2004
[bibtex] [pdf]
Machine learning techniques for Brain-Computer Interfaces ,
Biomed Tech, 49(1):11-22, 2004
[bibtex] [pdf]
Blind Source Separation Techniques For Decomposing Event-Related Brain Signals ,
International Journal of Bifurcation and Chaos, 14(2):773-791, 2004
[bibtex]
Identifying true brain interaction from EEG data using the imaginary part of coherency ,
Clinical neurophysiology : official journal of the International Federation of Clinical Neurophysiology, 115:2292-2307, 2004
[bibtex]
Independent component analysis and beyond - Editorial for the special section on ICA ,
Signal Processing, 2004
[bibtex]
Trading Variance Reduction with Unbiasedness: The Regularized Subspace Information Criterion for Robust Model Selection in Kernel Regression ,
Neural Computation, 16(5):1077-1104, 2004
[bibtex] [pdf]
Perturbation Analysis of a Generalization Error Estimator ,
Neural Information Processing - Letters and Reviews, 2(2):33-38, 2004
[bibtex] [pdf]
Asymptotic properties of the Fisher kernel ,
Neural Computation, 16:115-137, 2004
[bibtex]
A Fast Algorithm for Joint Diagonalization with Non-orthogonal Transformations and its Application to Blind Source Separation ,
Journal of Machine Learning Research, 5:777-800, 2004
[bibtex] [pdf]
Support Vector Machines ,
Handbook of Computational Statistics, Springer, Berlin, 2004
[bibtex]
Correspondence Analysis for Visualizing Interplay of Pitch Class, Key, and Composer, ISBN 3-923486-57-X ,
Perspectives in Mathematical and Computational Music Theory, epOs Verlag, 2004
[bibtex] [pdf]
Accurate Splice Site Prediction for Caenorhabditis Elegans ,
Kernel Methods in Computational Biology, MIT Press, MIT Press series on Computational Molecular Biology, 2004
[bibtex] [pdf]
Oracle bounds and exact algorithm for dyadic classification trees ,
Proceedings of the 17th. Conference on Learning Theory (COLT 2004), Springer, 2004
[bibtex] [pdf]
Statistical properties of Kernel Principal Component Analysis, to appear in Springer Lecture Notes in Artificial Intelligence ,
Proceedings of the 17th. Conference on Learning Theory (COLT 2004), 2004
[bibtex] [pdf]
Increase Information Transfer Rates in BCI by CSP Extension to Multi-class ,
Advances in Neural Information Processing Systems, MIT Press, 16:733-740, 2004
[bibtex] [pdf]
New algorithms for blind separation when sources have spatial variance dependencies, accepted ,
Proc. of the symposium on Brain Inspired Cognitive Systems (BICS2004), 2004
[bibtex] [pdf]
Estimating functions for blind separation when sources have variance-dependencies, accepted ,
Proc. of ICA2004, 2004
[bibtex] [pdf]
Tracking and Visualization of Changes in High-Dimensional Non-Parametric Distributions ,
Machine Learning for Signal Processing XIV, IEEE, 2004
[bibtex] [pdf]
Improving Speed And Accuracy Of Brain-Computer Interfaces Using Readiness Potential Features ,
Conference proceedings : ... Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Conference, 4:4511-4515, 2004
[bibtex] [pdf] [url]
Intrusion detection in unlabeled data with quarter-sphere Support Vector Machines ,
Detection of Intrusions and Malware, and Vulnerability Assessment, Proc. of DIMVA Conference, 2004
[bibtex]
Robust ICA for Super-Gaussian Sources ,
Proc. Int. Workshop on Independent Component Analysis and Blind Signal Separation (ICA2004), 2004
[bibtex] [pdf]
Scale Degree Profiles from Audio Investigated with Machine Learning Techniques ,
Audio Engineering Society 116th Convention, 2004
[bibtex] [pdf]
Using classification to determine the number of finger strokes on a multi-touch tactile device ,
Proc. ESANN, 2004
[bibtex] [pdf]
Approximate joint diagonalization using a natural-gradient approach, Proc. ICA 2004 ,
Lecture Notes in Computer Science, Springer-Verlag, 3195:89-96, 2004
[bibtex]
Brain-Computer Interfaces: Design and Implementation of an Online BCI System of the Control in Gaming Applications and Virtual Limbs ,
Technische Universität Berlin, Fakultät IV - Elektrotechnik und Informatik, 2004
[bibtex]
On the rate of convergence of regularized Boosting classifiers. ,
Journal of Machine Learning Research, 4:861-894, 2003
[bibtex] [pdf]
Boosting Bit Rates and Error Detection for the Classification of Fast-Paced Motor Commands Based on Single-Trial EEG Analysis ,
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society, 11(2):127-131, 2003
[bibtex] [pdf] [url]
Kernel-based Nonlinear Blind Source Separation ,
Neural Computation, 15:1089-1124, 2003
[bibtex]
Linear and Non-Linear Methods for Brain-Computer Interfaces ,
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society, 11(2):165-169, 2003
[bibtex] [pdf]
Constructing Descriptive and Discriminative Non-Linear Features: Rayleigh Coefficients in Kernel Feature Spaces ,
IEEE Transaction on Pattern Analysis and Machine Intelligence, 25(5):623-628, 2003
[bibtex]
Learning discriminative and invariant nonlinear features ,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 25(5):623-628, 2003
[bibtex]
Optimal Cluster Preserving Embedding of Non-Metric Proximity Data ,
IEEE Trans. PAMI, 25:1540-1551, 2003
[bibtex]
A Data Analysis Competition to Evaluate Machine Learning Algorithms for use in Brain-Computer Interfaces ,
IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society, 11(2):184-185, 2003
[bibtex] [pdf] [url]
Kernel whitening for one-class classification ,
International journal of pattern recognition and artificial intelligence, 17(3):333-348, 2003
[bibtex]
Active Learning with Support Vector Machines in the Drug Discovery Process ,
Journal of Chemical Information and Computer Sciences, 43(2):667-673, 2003
[bibtex]
Blind separation of post-nonlinear mixtures using linearizing transformations and temporal decorrelation ,
Journal of Machine Learning Research, 4:1319-1338, 2003
[bibtex] [pdf]
Speeding up classification of multi-channel Brain-Computer Interfaces: Common spatial patterns for slow cortical potentials ,
Proceedings of the 1st International IEEE EMBS Conference on Neural Engineering. Capri 2003, 2003
[bibtex] [pdf]
Combining Features for BCI ,
Advances in Neural Inf. Proc. Systems (NIPS 02), 15:1115-1122, 2003
[bibtex] [pdf]
Analysing ICA components by injecting noise ,
Proc. Int. Workshop on Independent Component Analysis and Blind Signal Separation (ICA2003), 2003
[bibtex] [pdf]
On Optimal Segmentation of Sequential Data ,
Neural Networks for Signal Processing XIII, IEEE, 2003
[bibtex] [pdf]
The Berlin Brain-Computer Interface (BBCI): towards a new communication channel for online control of multimedia applications and computer games ,
9th International Conference on Distributed Multimedia Systems (DMS'03), 2003
[bibtex] [pdf]
Robust Multi-Class Boosting ,
Proc. Euro-Speech, 2003
[bibtex]
Adapting Codes and Embeddings for Polychotomies, Slides of the talk at the main conference: PS,PDF ,
Advances in Neural information processing systems, 15, 2003
[bibtex]
Adapting Codes and Embeddings for Polychotomies ,
Advances in Neural Information Processing 15, MIT Press, 2003
[bibtex]
Going metric: Denoising pairwise data ,
Advances in Neural Information Processing 15, MIT Press, 2003
[bibtex]
Online SVM learning: from classification to data description and back ,
Proc. NNSP, 2003
[bibtex] [pdf]
Feature extraction for one-class classification ,
ICANN/ICONIP, 2003
[bibtex] [pdf]
Clustering with the Fisher score ,
Advances in Neural Information Processing 15, MIT Press, 2003
[bibtex]
Optimizing Property Codes in Protein Data Reveals Structural Characteristics ,
ICANN/ICONIP 2003, 2003
[bibtex] [pdf]
Blind Separation of Post-Nonlinear Mixtures using Gaussianizing Transformations and Temporal Decorrelation ,
Proc. 4th International Symposium on Independent Component Analysis and Blind Signal Separation (ICA2003), 2003
[bibtex]
A Linear Least-Squares Algorithm for Joint Diagonalization ,
Proc. 4th International Symposium on Independent Component Analysis and Blind Signal Separation (ICA2003), 2003
[bibtex]
A Resampling Approach to Estimate the Stability of one- or multidimensional Independent Components ,
IEEE transactions on bio-medical engineering, 49(12):1514-1525, 2002
[bibtex] [pdf]
On-line learning in changing environments with applications in supervised and unsupervised learning ,
Neural Networks, 15(4-6):743-760, 2002
[bibtex]
Sparse Regression Ensembles in Infinite and Finite Hypothesis Spaces ,
Machine Learning special issue on "New Methods for Model Selection and Model Combination", 48:193-221, 2002
[bibtex] [pdf]
Constructing Boosting Algorithms from SVMs: An Application to One-Class Classification ,
IEEE Transactions on Pattern Analysis and Machine Intelligence, 24(9):1184-1199, 2002
[bibtex] [pdf]
The Subspace Information Criterion for Infinite Dimensional Hypothesis Spaces ,
Journal of Machine Learning Research, 3(Nov):323-359, 2002
[bibtex] [pdf]
A New Discriminative Kernel from Probabilistic Models ,
Neural Computation, 14:2397-2414, 2002
[bibtex] [pdf] [ps]
Subspace Information Criterion for Non-Quadratic Regularizers - Model Selection for Sparse Regressors ,
IEEE Transactions on Neural Networks, 13(1):70-80, 2002
[bibtex] [pdf]
Subspace Information Criterion for Sparse Regressors, in Japanese ,
IEICE Transactions, 85-D-II(5):766-775, 2002
[bibtex] [pdf]
Classifying Single Trial EEG: Towards Brain Computer Interfacing ,
Advances in Neural Inf. Proc. Systems (NIPS 01), 14:157-164, 2002
[bibtex] [pdf]
Single Trial Detection of EEG Error Potentials: A Tool for Increasing BCI transmission rates ,
Artificial Neural Networks - ICANN 2002, 2002
[bibtex] [pdf]
Kernel feature spaces and Nonlinear blind source separation ,
Advances in Neural Information Processing Systems, MIT Press, 14, 2002
[bibtex] [pdf]
Feature scaling in support vector data description ,
Advanced School for Computing and Imaging 2002 Conference, 2002
[bibtex] [pdf]
A Simple Generative Model for Single-Trial EEG Classification ,
Artificial Neural Networks - ICANN 2002, Springer, 2002
[bibtex] [pdf]
A Dynamic HMM for On-line Segmentation of Sequential Data ,
Advances in Neural Information Processing Systems 14, MIT Press, 2002
[bibtex] [pdf]
On combining one-class classifiers for image database retrieval ,
3rd international workshop on multiple classifier systems, 2002
[bibtex] [pdf]
Estimating the Reliability of ICA Projections ,
Advances in Neural Information Processing Systems 14, MIT Press, 2002
[bibtex] [pdf]
One-class LP classifier for dissimilarity representations ,
Neural Information Processing Systems, 2002
[bibtex] [pdf]
On the Convergence of Leveraging, Longer version also NeuroCOLT Technical Report NC-TR-2001-098 ,
Advances in Neural information processing systems, 14, 2002
[bibtex] [pdf]
New Methods for Splice-Site Recognition, Copyright by Springer ,
In Proceedings of the International Conference on Artifical Neural Networks., 2002
[bibtex] [pdf] [ps]
Selecting Ridge Parameters in Infinite Dimensional Hypothesis Spaces ,
Artificial Neural Networks, Springer, Lecture Notes in Computer Science, 2415:528-534, 2002
[bibtex] [pdf]
The leave-one-out kernel ,
Artificial Neural Networks - ICANN 2002, 2002
[bibtex]
A New Discriminative Kernel from Probabilistic Models ,
Advances in Neural information processings systems, 14, 2002
[bibtex] [pdf] [ps]
Blind decomposition of multimodal and DC evoked responses, ISBN 0-262-19481-3 ,
Advances in Exploratory analysis and data modeling in functional neuroimaging, MIT Press, Cambridge MA., 2002
[bibtex]
Active Learning in the Drug Discovery Process ,
Advances in Neural Information Processings Systems, 14:1449-1456, 2002
[bibtex]
Kernel-based Nonlinear Blind Source Separation ,
BLISS project, 2002
[bibtex]
Optimal Cluster Preserving Embedding of Non-Metric Proximity Data ,
University of Bonn, 2002
[bibtex]
Kernel Fisher Discriminants ,
University of Technology, Berlin, 2002
[bibtex] [pdf]
An Introduction to Kernel-based Learning Algorithms ,
IEEE Neural Networks, 12(2):181-201, 2001
[bibtex]
An Approach to Blind Source Separation Based on Temporal Structure of Speech Signals ,
Neurocomputing, 41(1-4):1-24, 2001
[bibtex]
Noise robust estimates of correlation dimension and K2 entropy, PACS: 02.50.-r, 05.45.Tp, 05.45.Ac ,
Phys.rev.E, 64(1):016112, 2001
[bibtex]
An Arcing algorithm with an intuitive learning control parameter, in Japanese, a similar version in english appeared in Advances in Large Margin Classifiers ,
Journal of the Japanese Society for AI, 16(5C):417-426, 2001
[bibtex] [pdf]
Soft Margins for AdaBoost ,
Machine Learning, Kluwer Academic Publishers, 42(3):287-320, 2001
[bibtex]
Regularized Principal Manifolds ,
Journal of Machine Learning Research, MIT Press, 1:179-209, 2001
[bibtex] [pdf]
Nonlinear blind source separation using kernel feature spaces ,
Proc. Int. Workshop on Independent Component Analysis and Blind Signal Separation (ICA2001), 2001
[bibtex] [pdf]
An On-line Method for Segmentation and Identification of Non-stationary Time Series ,
Neural Networks for Signal Processing XI, IEEE, 2001
[bibtex] [pdf]
Assessing reliability of ICA projections - a resampling approach ,
Proc. Int. Workshop on Independent Component Analysis and Blind Signal Separation (ICA2001), 2001
[bibtex] [pdf]
A mathematical programming approach to the Kernel Fisher algorithm ,
Advances in Neural Information Processing Systems, MIT Press, 13:591-597, 2001
[bibtex] [pdf]
An Improved Training Algorithm for Kernel Fisher Discriminants ,
Proceedings AISTATS 2001, Morgan Kaufmann, 2001
[bibtex] [pdf]
Constant Q Profiles for Tracking Modulations in Audio Data ,
International Computer Music Conference (Cuba), 2001
[bibtex] [pdf]
Learning To Predict the Leave-one-out Error of Kernel based classifiers ,
Proc. ICANN'01, 2001
[bibtex] [pdf]
Separation of post-nonlinear mixtures using ACE and temporal decorrelation ,
Proc. Int. Workshop on Independent Component Analysis and Blind Signal Separation (ICA2001), 2001
[bibtex]
A comparison of ICA-based artifact reduction methods for MEG ,
Recent Advances in Biomagnetism, Proc. of the 12th International conference on Biomagnetism, Helsinki University of Technology, 2001
[bibtex] [pdf]
On the Convergence of Leveraging, Shorter version accepted at NIPS*01. ,
Royal Holloway College, 2001
[bibtex] [pdf] [ps]
Marginal Boosting ,
Royal Holloway College, 2001
[bibtex] [pdf] [ps]
Robust Boosting via Convex Optimization ,
University of Potsdam, 2001
[bibtex] [pdf]
Advances in Neural Information Processing System 12 (NIPS'99) ,
MIT Press, 2000
[bibtex]
Identification of Nonstationary Dynamics in Physiological Recordings, The original publication is available on LINK at http://link.springer.de. ,
Biological cybernetics, Springer, 83(1):73-84, 2000
[bibtex] [pdf]
Prediction of Financial Data with Hidden Markov Mixtures of Experts ,
Int. Journal of Theoretical and Applied Finance, World Scientific, 3(3):593, 2000
[bibtex]
An asymptotical Analysis and Improvement of AdaBoost in the binary classification case, In japanese ,
Journal of the Japanese Society for AI, 15(2):287-296, 2000
[bibtex]
Computing Auditory Perception ,
Organised Sound, 5(3):159-171, 2000
[bibtex] [pdf]
Independent Component Analysis of Non-invasively Recorded Cortical Magnetic DC-fields in Humans ,
IEEE Transactions on Biomedical Engineering, 47(5):594-599, 2000
[bibtex]
Artifact reduction in magnetoneurography based on time-delayed second-order correlations ,
IEEE transactions on bio-medical engineering, 47(1):75-87, 2000
[bibtex]
Engineering Support Vector Machine Kernels That Recognize Translation Initiation Sites in DNA ,
BioInformatics, 16(9):799-807, 2000
[bibtex] [pdf]
Robust Ensemble Learning, similarly appeared in the Journal of the Japanese Society of AI, 2001 ,
Proc. of the NIPS*98 Workshop on Large Margin Classifiers: Advances in Large Margin Classifiers, MIT Press, 2000
[bibtex] [pdf]
Analysis of Nonstationary Time Series by Mixtures of Self-Organizing Predictors ,
Neural Networks for Signal Processing X, IEEE, 2000
[bibtex] [pdf]
Decomposition Algorithms for Analysing Brain Signals ,
Adaptive Systems for Signal Processing, Communications and Control, 2000
[bibtex] [pdf] [url]
Time series prediction using support vector regression and neural networks ,
2nd International Sympsium on Frontiers of Time Series Modelling: Nonparametric Approach to Knowledge Diescovery, Instiute of mathematical statistics publication, 2000
[bibtex]
Invariant Feature Extraction and Classification in Kernel Spaces ,
Proc. NIPS 12, MIT Press, 2000
[bibtex] [pdf]
A Non-Intrusive Monitoring System for Household Electric Appliances with Inverters ,
Proc. of NC'2000, 2000
[bibtex] [pdf]
Unmixing Hyperspectral Data ,
Advances in Neural Information Processing Systems, MIT Press, 12:942-948, 2000
[bibtex]
Modelle der Musikwahrnehmung zwischen auditorischer Neurophysiologie und Psychoakustik ,
KlangForschung '99, Pfau-Verlag, 2000
[bibtex] [pdf]
Robust Ensemble Learning for Data Mining, This is a short version of iteRaeSchSmoMikOnoMue00 ,
Proceedings of PAKDD'2000, Lecture Notes in Artificial Intelligence, Springer, 2000
[bibtex] [pdf]
u -Arc: Ensemble Learning in the Presence of Outliers ,
Proc. NIPS 12, MIT Press, 2000
[bibtex] [pdf]
Barrier Boosting ,
Proc. COLT'00, Morgan Kaufmann, 2000
[bibtex] [pdf]
OFI: Optimal filtering algorithms for Source Separation ,
ICA 2000, 2000
[bibtex]
An Improved Training Algorithm for Kernel Fisher Discriminants, see also above, AISTATS 2001 ,
Microsoft Research, 2000
[bibtex]
Trends in Boosting Research and Applications ,
Central Research Institute of the Electric Power Industry, 2000
[bibtex]
Sparse Regression Ensembles in Infinite and Finite Hypothesis Spaces, accepted for publication in the Machine Learning journal special issue on "New Methods for Model Selection and Model Combination" ,
Royal Holloway College, 2000
[bibtex] [pdf]
SVM and Boosting: One Class ,
GMD FIRST, 2000
[bibtex] [pdf]
Hidden Markov Mixtures of Experts with an Application to EEG Recordings from Sleep ,
Theory in Biosciences, 118(3-4):246-260, 1999
[bibtex] [pdf]
Input Space vs. Feature Space in Kernel-Based Methods ,
IEEE transactions on neural networks / a publication of the IEEE Neural Networks Council, 10(5):1000-1017, 1999
[bibtex] [pdf]
Classification on Proximity Data with LP-Machines ,
Proceedings of ICANN'99, IEE Press, 1:304-309, 1999
[bibtex]
Fast Change Point Detection in Switching Dynamics using a Hidden Markov Model of Prediction Experts ,
Artificial Neural Networks - ICANN '99, IEE, 1999
[bibtex] [pdf]
Hidden Markov Gating for Prediction of Change Points in Switching Dynamical Systems ,
ESANN '99: Proc. of the European Symposium on Artificial Neural Networks, D-Facto, 1999
[bibtex] [pdf]
Hidden Markov Mixtures of Experts for Prediction of Non-Stationary Dynamics ,
Neural Networks for Signal Processing IX, 1999
[bibtex] [pdf]
JADETD: Combining higher-order statistics and temporal information for blind source separation (with noise) ,
ICA '99, 1999
[bibtex]
Fisher Discriminant Analysis with Kernels ,
Neural Networks for Signal Processing IX, IEEE, 1999
[bibtex] [pdf]
Kernel PCA and De-Noising in Feature Spaces ,
Advances in Neural Inf. Proc. Systems (NIPS 98), MIT Press, 1999
[bibtex] [pdf]
Regularizing AdaBoost ,
Proc. NIPS 11, MIT Press, 1999
[bibtex] [pdf]
Linear Programs for Automatic Accuracy Control in Regression ,
Proc. ICANN'99, Springer, 1999
[bibtex] [pdf]
Regularized Principal Manifolds ,
Proceedings of EuroCOLT 99), Springer, LNAI, 1572:214-229, 1999
[bibtex]
Artifact removal in magneto-neurographic recordings with ICA using temporal information ,
Recent Advances in Biomagnetism, Proc. of the 11th international conference on Biomagnetism, Tohoku University press, 1999
[bibtex]
Engineering Support Vector Machine Kernel That Recognize Translation Initiation Sites in DNA ,
Proceedings GCB'99, 1999
[bibtex] [pdf]
Analyse schaltender und driftender Dynamik mit neuronalen Netzen, PhD Thesis (in German) ,
GMD, ISBN 3-88457-346-2, GMD Research Series 22/1998, 1998
[bibtex] [pdf]
Neural Networks: Tricks of the Trade ,
Springer Heidelberg, LNCS, 1998
[bibtex]
Data Set A is a Pattern Matching Problem ,
Neural Processing Letters, Kluwer Academic Publishers, 7(1):43-47, 1998
[bibtex] [pdf]
Nonlinear component analysis as a kernel eigenvalue problem ,
Neural computation, 10(5):1299-1319, 1998
[bibtex]
Independent Component Analysis (ICA) von mehrkanaligen EEG-Daten mittels temporaler Dekorrelation, ISBN 3-925218-63-7 ,
Medizinische Physik '98, Deutsche Gesellschaft für medizinische Physik, 1998
[bibtex]
On-line learning in Switching and Drifting environments with application to blind source separation ,
Cambridge University Press, On-line learning in neural networks, 1998
[bibtex]
Using Support Vector Machines for Time Series Prediction ,
Advances in Kernel Methods - Support Vector Learning, Proc. of the NIPS Workshop on Support Vectors, MIT Press, 1998
[bibtex] [pdf]
Analysis of Drifting Dynamics with Neural Network Hidden Markov Models ,
Advances in Neural Information Processing Systems 10, MIT Press, 1998
[bibtex] [pdf]
Combining Time-Delayed Decorrelation and ICA: Towards Solving the Cocktail Party Problem ,
Proc. ICASSP98, 2:1249-1252, 1998
[bibtex]
An asymptotic analysis of AdaBoost in the binary classification case ,
Proc. ICANN'98, 1998
[bibtex] [pdf]
An improvement of AdaBoost to avoid overfitting ,
Proc. ICONIP, 1998
[bibtex] [pdf]
Kernel PCA Pattern Reconstruction mphvia Approximate Pre-Images ,
Proceedings of the 8th International Conference on Artificial Neural Networks, Springer Verlag, Perspectives in Neural Computing, 1998
[bibtex] [pdf]
TDSEP - an efficient algorithm for blind separation using time structure ,
Proc. of the 8th International Conference on Artificial Neural Networks, ICANN'98, Springer Verlag, Perspectives in Neural Computing, 1998
[bibtex]
Soft Margins for AdaBoost, to appear in Machine Learning ,
Royal Holloway College, 1998
[bibtex] [pdf]
Quantization Functionals and Regularized Principal Manifolds ,
Royal Holloway College, 1998
[bibtex] [pdf]
Artifact Reduction in Magnetoneurography Based on Time-Delayed Second Order Correlations ,
GMD - German National Research Center for Information Technology, FIRST, GMD Report No. 31, 1998
[bibtex]
Asymptotic Statistical Theory of Overtraining and Cross-Validation ,
IEEE transactions on neural networks / a publication of the IEEE Neural Networks Council, 8(5):985-996, 1997
[bibtex]
Kernel principal component analysis ,
Artificial Neural Networks-ICANN'97, Springer, 1997
[bibtex]
Segmentation and Identification of Drifting Dynamical Systems ,
Neural Networks for Signal Processing VII, IEEE, 1997
[bibtex] [pdf]
Analysis of Wake/Sleep EEG with Competing Experts ,
Artificial Neural Networks - ICANN '97, Springer, 1997
[bibtex] [pdf]
Predicting Time Series with Support Vector Machines ,
Artificial Neural Networks - ICANN '97, Springer, LNCS, 1327:999-1004, 1997
[bibtex] [pdf]
Divisive Strategies for Predicting Non-Autonomous and Mixed Systems ,
GMD, 1997
[bibtex] [pdf]
Annealed Competition of Experts for a Segmentation and Classification of Switching Dynamics ,
Neural Computation, 8:340-356, 1996
[bibtex] [pdf]
Analysis of Drifting Dynamics with Competing Predictors ,
Artificial Neural Networks - ICANN '96, Springer, 1996
[bibtex] [pdf]
Prediction of Mixtures ,
Artificial Neural Networks - ICANN '96, Springer, 1996
[bibtex] [pdf]
Analysis of Switching Dynamics with Competing Neural Networks ,
IEICE Trans. on Fundamentals of Electronics, Communications and Computer Science, E78-A(10):1306-1315, 1995
[bibtex] [pdf]
Improving Short-Term Prediction with Competing Experts ,
Artificial Neural Networks - ICANN '95, EC2, 2:215-220, 1995
[bibtex] [pdf]
Analysing Physiological Data from the Wake-Sleep State Transition with Competing Predictors ,
NOLTA '95: Las Vegas Symposium on Nonlinear Theory and its Applications, 1995
[bibtex] [pdf]
Competing Predictors Segment and Identify Switching Dynamics ,
Artificial Neural Networks - ICANN '94, Springer, 1994
[bibtex] [pdf]
Segmentation and Identification of Switching Dynamics with Competing Neural Networks ,
ICONIP '94: Proc. of the Int. Conf. on Neural Information Processing, 1994
[bibtex]
The Use of Competing Neural Networks for Segmentation and Identification of Switching Dynamics ,
NOLTA '94: Kagoshima Symposium on Nonlinear Theory and its Applications, 1994
[bibtex]