183 results
(View BibTeX file of all listed publications)

**Machine Learning for Brain-Computer Interfaces**
Mini-Symposia on Assistive Machine Learning for People with Disabilities at NIPS (AMD), December 2009 (talk)

**Efficient Subwindow Search: A Branch and Bound Framework for Object Localization**
*IEEE Transactions on Pattern Analysis and Machine Intelligence*, 31(12):2129-2142, December 2009 (article)

**PAC-Bayesian Approach to Formulation of Clustering Objectives**
NIPS Workshop on "Clustering: Science or Art? Towards Principled Approaches", December 2009 (talk)

**Generation of three-dimensional random rotations in fitting and matching problems**
*Computational Statistics*, 24(4):719-731, December 2009 (article)

**Semi-supervised Kernel Canonical Correlation Analysis of Human Functional Magnetic Resonance Imaging Data**
Women in Machine Learning Workshop (WiML), December 2009 (talk)

**Adaptive Importance Sampling for Value Function Approximation in Off-policy Reinforcement Learning**
*Neural Networks*, 22(10):1399-1410, December 2009 (article)

**Guest editorial: special issue on structured prediction**
*Machine Learning*, 77(2-3):161-164, December 2009 (article)

**Structured prediction by joint kernel support estimation**
*Machine Learning*, 77(2-3):249-269, December 2009 (article)

**A note on ethical aspects of BCI**
*Neural Networks*, 22(9):1352-1357, November 2009 (article)

**Model Learning with Local Gaussian Process Regression**
*Advanced Robotics*, 23(15):2015-2034, November 2009 (article)

**Event-Related Potentials in Brain-Computer Interfacing**
Invited lecture on the bachelor & masters course "Introduction to Brain-Computer Interfacing", October 2009 (talk)

**BCI2000 and Python**
Invited lecture at the 5th International BCI2000 Workshop, October 2009 (talk)

**Implementing a Signal Processing Filter in BCI2000 Using C++**
Invited lecture at the 5th International BCI2000 Workshop, October 2009 (talk)

**Toward a Theory of Consciousness**
In *The Cognitive Neurosciences*, pages: 1201-1220, (Editors: Gazzaniga, M.S.), MIT Press, Cambridge, MA, USA, October 2009 (inbook)

**Inferring textual entailment with a probabilistically sound calculus**
*Natural Language Engineering*, 15(4):459-477, October 2009 (article)

**Modeling and Visualizing Uncertainty in Gene Expression Clusters using Dirichlet Process Mixtures**
*IEEE/ACM Transactions on Computational Biology and Bioinformatics*, 6(4):615-628, October 2009 (article)

**Kernel Learning Approaches for Image Classification**
Biologische Kybernetik, Universität des Saarlandes, Saarbrücken, Germany, October 2009 (phdthesis)

**Thermodynamic efficiency of information and heat flow**
*Journal of Statistical Mechanics: Theory and Experiment*, 2009(09):P09011, September 2009 (article)

**Does Cognitive Science Need Kernels?**
*Trends in Cognitive Sciences*, 13(9):381-388, September 2009 (article)

**Inference algorithms and learning theory for Bayesian sparse factor analysis**
*Journal of Physics: Conference Series *, *IW-SMI 2009*, 197(1: International Workshop on Statistical-Mechanical Informatics 2009):1-10, (Editors: Inoue, M. , S. Ishii, Y. Kabashima, M. Okada), Institute of Physics, Bristol, UK, International Workshop on Statistical-Mechanical Informatics (IW-SMI), September 2009 (article)

**A PAC-Bayesian Approach to Structure Learning**
Biologische Kybernetik, The Hebrew University of Jerusalem, Israel, September 2009 (phdthesis)

**Finite-time output stabilization with second order sliding modes**
*Automatica*, 45(9):2169-2171, September 2009 (article)

**Robot Learning**
*IEEE Robotics and Automation Magazine*, 16(3):19-20, September 2009 (article)

**Higher order sliding mode controllers with optimal reaching**
*IEEE Transactions on Automatic Control*, 54(9):2126-2136, September 2009 (article)

**Kernel Methods in Computer Vision**
*Foundations and Trends in Computer Graphics and Vision*, 4(3):193-285, September 2009 (article)

**A Novel Approach to the Selection of Spatially Invariant Features for the Classification of Hyperspectral Images with Improved Generalization Capability**
*IEEE Transactions on Geoscience and Remote Sensing*, 47(9):3180-3191, September 2009 (article)

**Fast Kernel-Based Independent Component Analysis**
*IEEE Transactions on Signal Processing*, 57(9):3498-3511, September 2009 (article)

**Qualia: The Geometry of Integrated Information**
*PLoS Computational Biology*, 5(8):1-24, August 2009 (article)

**Guest editorial: Special issue on robot learning, Part B**
*Autonomous Robots*, 27(2):91-92, August 2009 (article)

**Policy Search for Motor Primitives**
*KI - Zeitschrift K{\"u}nstliche Intelligenz*, 23(3):38-40, August 2009 (article)

**A neurophysiologically plausible population code model for human contrast discrimination**
*Journal of Vision*, 9(7):1-22, July 2009 (article)

**A Novel Context-Sensitive Semisupervised SVM Classifier Robust to Mislabeled Training Samples **
*IEEE Transactions on Geoscience and Remote Sensing*, 47(7):2142-2154, July 2009 (article)

**Falsificationism and Statistical Learning Theory: Comparing the Popper and Vapnik-Chervonenkis Dimensions**
*Journal for General Philosophy of Science*, 40(1):51-58, July 2009 (article)

**Randomized algorithms for statistical image analysis based on percolation theory**
27th European Meeting of Statisticians (EMS), July 2009 (talk)

**Guest editorial: Special issue on robot learning, Part A**
*Autonomous Robots*, 27(1):1-2, July 2009 (article)

**A Geometric Approach to Confidence Sets for Ratios: Fieller’s Theorem, Generalizations, and Bootstrap**
*Statistica Sinica*, 19(3):1095-1117, July 2009 (article)

**Learning Motor Primitives for Robotics**
Advanced Telecommunications Research Center ATR, June 2009 (talk)

**Text Clustering with Mixture of von Mises-Fisher Distributions**
In *Text mining: classification, clustering, and applications*, pages: 121-161, Chapman & Hall/CRC data mining and knowledge discovery series, (Editors: Srivastava, A. N. and Sahami, M.), CRC Press, Boca Raton, FL, USA, June 2009 (inbook)

**Learning To Detect Unseen Object Classes by Between-Class Attribute Transfer**
IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR), June 2009 (talk)

**Center-surround patterns emerge as optimal predictors for human saccade targets**
*Journal of Vision*, 9(5:7):1-15, May 2009 (article)

**Data Mining for Biologists**
In *Biological Data Mining in Protein Interaction Networks*, pages: 14-27, (Editors: Li, X. and Ng, S.-K.), Medical Information Science Reference, Hershey, PA, USA, May 2009 (inbook)

**Influence of Different Assignment Conditions on the Determination of Symmetric Homo-dimeric Structures with ARIA**
*Proteins*, 75(3):569-585, May 2009 (article)

**Beamforming in Noninvasive Brain-Computer Interfaces**
*IEEE Transactions on Biomedical Engineering*, 56(4):1209-1219, April 2009 (article)

**Constructing Sparse Kernel Machines Using Attractors**
*IEEE Transactions on Neural Networks*, 20(4):721-729, April 2009 (article)

**Optimal construction of k-nearest-neighbor graphs for identifying noisy clusters**
*Theoretical Computer Science*, 410(19):1749-1764, April 2009 (article)

**Overlap and refractory effects in a Brain-Computer Interface speller based on the visual P300 Event-Related Potential**
*Journal of Neural Engineering*, 6(2):1-9, April 2009 (article)

**Kernel Methods in Computer Vision:Object Localization, Clustering,and Taxonomy Discovery**
Biologische Kybernetik, Technische Universität Berlin, Berlin, Germany, March 2009 (phdthesis)

**Nearest Neighbor Clustering: A Baseline Method for Consistent Clustering with Arbitrary Objective Functions**
*Journal of Machine Learning Research*, 10, pages: 657-698, March 2009 (article)

**Protein Functional Class Prediction With a Combined Graph**
*Expert Systems with Applications*, 36(2):3284-3292, March 2009 (article)

**Gaussian Process Dynamic Programming**
*Neurocomputing*, 72(7-9):1508-1524, March 2009 (article)