163 results
(View BibTeX file of all listed publications)

**On the Entropy Production of Time Series with Unidirectional Linearity**
*Journal of Statistical Physics*, 138(4-5):767-779, March 2010 (article)

**Derivatives of Logarithmic Stationary Distributions for Policy Gradient Reinforcement Learning**
*Neural Computation*, 22(2):342-376, February 2010 (article)

**Bayesian Online Multitask Learning of Gaussian Processes**
*IEEE Transactions on Pattern Analysis and Machine Intelligence*, 32(2):193-205, February 2010 (article)

**The semigroup approach to transport processes in networks**
*Physica D: Nonlinear Phenomena*, 239(15):1416-1421, January 2010 (article)

**Optimization of k-Space Trajectories for Compressed Sensing by Bayesian Experimental Design**
*Magnetic Resonance in Medicine*, 63(1):116-126, January 2010 (article)

**Finding Gene-Gene Interactions using Support Vector Machines**
Eberhard Karls Universität Tübingen, Germany, 2010 (diplomathesis)

**Accurate Prediction of Protein-Coding Genes with Discriminative Learning Techniques**
Technische Universität Berlin, Germany, 2010 (phdthesis)

**Quantitative Positron Emission Tomography with a Combined PET/MR System**
University of Oxford, UK, 2010 (phdthesis)

**Structural and Relational Data Mining for Systems Biology Applications**
Eberhard Karls Universität Tübingen, Germany , 2010 (phdthesis)

**Population Coding in the Visual System: Statistical Methods and Theory**
Eberhard Karls Universität Tübingen, Germany, 2010 (phdthesis)

**Bayesian Methods for Neural Data Analysis**
Eberhard Karls Universität Tübingen, Germany, 2010 (phdthesis)

**Consistent Nonparametric Tests of Independence**
*Journal of Machine Learning Research*, 11, pages: 1391-1423, 2010 (article)

**Inferring latent task structure for Multitask Learning by Multiple Kernel Learning**
*BMC Bioinformatics*, 11 Suppl 8, pages: S5, 2010 (article)

**Clustering with Neighborhood Graphs**
Universität des Saarlandes, Saarbrücken, Germany, 2010 (phdthesis)

**Detecting the mincut in sparse random graphs
**
Eberhard Karls Universität Tübingen, Germany, 2010 (diplomathesis)

**A wider view on encoding and decoding in the visual brain-computer interface speller system**
Eberhard Karls Universität Tübingen, Germany, 2010 (phdthesis)

**Molecular QED of coherent and incoherent sum-frequency and second-harmonic generation in chiral liquids in the presence of a static electric field**
*MOLECULAR PHYSICS*, 108(14):1857-1868, 2010 (article)

**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)

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

**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)

**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)

**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)

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

**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)

**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)