137 results
(View BibTeX file of all listed publications)

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

**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)

**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)

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

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

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

**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)

**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)

**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)

**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)

**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)

**Towards quantitative PET/MRI: a review of MR-based attenuation correction techniques**
*European Journal of Nuclear Medicine and Molecular Imaging*, 36(Supplement 1):93-104, March 2009 (article)

**Generating Spike Trains with Specified Correlation Coefficients**
*Neural Computation*, 21(2):397-423, February 2009 (article)

**Automatic detection of preclinical neurodegeneration: Presymptomatic Huntington disease**
*Neurology*, 72(5):426-431, February 2009 (article)

**Enumeration of condition-dependent dense modules in protein interaction networks**
*Bioinformatics*, 25(7):933-940, February 2009 (article)

**Prototype Classification: Insights from Machine Learning**
*Neural Computation*, 21(1):272-300, January 2009 (article)

**The DICS repository: module-assisted analysis of disease-related gene lists**
*Bioinformatics*, 25(6):830-831, January 2009 (article)

**Large Margin Methods for Part of Speech Tagging**
In *Automatic Speech and Speaker Recognition: Large Margin and Kernel Methods*, pages: 141-160, (Editors: Keshet, J. and Bengio, S.), Wiley, Hoboken, NJ, USA, January 2009 (inbook)

**mGene: accurate SVM-based gene finding with an application to nematode genomes**
*Genome Research*, 19(11):2133-43, 2009 (article)

**Structure and activity of the N-terminal substrate recognition domains in proteasomal ATPases**
*Molecular Cell*, 34(5):580-590, 2009 (article)

**Discussion of: Brownian Distance Covariance**
*The Annals of Applied Statistics*, 3(4):1285-1294, 2009 (article)

**Covariate shift and local learning by distribution matching**
In *Dataset Shift in Machine Learning*, pages: 131-160, (Editors: Quiñonero-Candela, J., Sugiyama, M., Schwaighofer, A. and Lawrence, N. D.), MIT Press, Cambridge, MA, USA, 2009 (inbook)

**Non-linear System Identification: Visual Saliency Inferred from Eye-Movement Data**
*Journal of Vision*, 9(8):article 32, 2009 (article)

**mGene.web: a web service for accurate computational gene finding**
*Nucleic Acids Research*, 37, pages: W312-6, 2009 (article)

**Kernel Methods for Measuring Independence**
*Journal of Machine Learning Research*, 6, pages: 2075-2129, December 2005 (article)

**A Unifying View of Sparse Approximate Gaussian Process Regression**
*Journal of Machine Learning Research*, 6, pages: 1935-1959, December 2005 (article)

**Maximal Margin Classification for Metric Spaces**
*Journal of Computer and System Sciences*, 71(3):333-359, October 2005 (article)

**Selective integration of multiple biological data for supervised
network inference**
*Bioinformatics*, 21(10):2488 , October 2005 (article)

**Assessing Approximate Inference for Binary Gaussian Process Classification**
*Journal of Machine Learning Research*, 6, pages: 1679 , October 2005 (article)

**Clustering on the Unit Hypersphere using von Mises-Fisher Distributions**
*Journal of Machine Learning Research*, 6, pages: 1345-1382, September 2005 (article)

**Support Vector Machines for 3D Shape Processing**
*Computer Graphics Forum*, 24(3, EUROGRAPHICS 2005):285-294, September 2005 (article)

**Fast Protein Classification with Multiple Networks**
*Bioinformatics*, 21(Suppl. 2):59-65, September 2005 (article)

**Iterative Kernel Principal Component Analysis for Image Modeling**
*IEEE Transactions on Pattern Analysis and Machine Intelligence*, 27(9):1351-1366, September 2005 (article)

**Phenotypic characterization of chondrosarcoma-derived cell lines**
*Cancer Letters*, 226(2):143-154, August 2005 (article)

**Local Rademacher Complexities**
*The Annals of Statistics*, 33(4):1497-1537, August 2005 (article)

**Learning the Kernel with Hyperkernels**
*Journal of Machine Learning Research*, 6, pages: 1043-1071, July 2005 (article)