522 results
(View BibTeX file of all listed publications)

**Hilbert Space Embeddings and Metrics on Probability Measures**
*Journal of Machine Learning Research*, 11, pages: 1517-1561, April 2010 (article)

**Graph Kernels**
*Journal of Machine Learning Research*, 11, pages: 1201-1242, April 2010 (article)

**Solving large-scale nonnegative least squares using an adaptive non-monotonic method**
*24th European Conference on Operational Research (EURO 2010)*, 24, pages: 223, April 2010 (poster)

**Gene function prediction from synthetic lethality networks via ranking on demand**
*Bioinformatics*, 26(7):912-918, April 2010 (article)

**Sparse regression via a trust-region proximal method**
*24th European Conference on Operational Research (EURO 2010)*, 24, pages: 278, April 2010 (poster)

**Machine-Learning Methods for Decoding Intentional Brain States**
Symposium "Non-Invasive Brain Computer Interfaces: Current Developments and Applications" (BIOMAG), March 2010 (talk)

**Cooperative Cuts: Graph Cuts with Submodular Edge Weights**
(189), Max Planck Institute for Biological Cybernetics, Tuebingen, Germany, March 2010 (techreport)

**A toolbox for predicting G-quadruplex formation and stability**
*Journal of Nucleic Acids*, 2010(564946):1-6, March 2010 (article)

**PAC-Bayesian Analysis in Unsupervised Learning**
Foundations and New Trends of PAC Bayesian Learning Workshop, March 2010 (talk)

**Quantitative Evaluation of MR-based Attenuation Correction for Positron Emission Tomography (PET)**
Biologische Kybernetik, Universität Mannheim, Germany, March 2010 (diplomathesis)

**A Novel Protocol for Accuracy Assessment in Classification of Very High Resolution Images**
*IEEE Transactions on Geoscience and Remote Sensing*, 48(3):1232-1244, March 2010 (article)

**PAC-Bayesian Bounds for Discrete Density Estimation and Co-clustering Analysis**
*Workshop "Foundations and New Trends of PAC Bayesian Learning"*, 2010, March 2010 (poster)

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

**Experiments with Motor Primitives to learn Table Tennis**
In *Experimental Robotics*, pages: 1-13, (Editors: Khatib, O. , V. Kumar, G. Sukhatme), Springer, Berlin, Germany, 12th International Symposium on Experimental Robotics (ISER), March 2010 (inproceedings)

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

**Causality: Objectives and Assessment**
In *JMLR Workshop and Conference Proceedings: Volume 6
*, pages: 1-42, (Editors: I Guyon and D Janzing and B Schölkopf), MIT Press, Cambridge, MA, USA, Causality: Objectives and Assessment (NIPS Workshop) , February 2010 (inproceedings)

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

**JMLR Workshop and Conference Proceedings: Volume 6**
pages: 288, MIT Press, Cambridge, MA, USA, Causality: Objectives and Assessment (NIPS Workshop) , February 2010 (proceedings)

**Learning Motor Primitives for Robotics**
EVENT Lab: Reinforcement Learning in Robotics and Virtual Reality, January 2010 (talk)

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

**Learning Continuous Grasp Affordances by Sensorimotor Exploration**
In *From Motor Learning to Interaction Learning in Robots*, pages: 451-465, Studies in Computational Intelligence ; 264, (Editors: Sigaud, O. and Peters, J.), Springer, Berlin, Germany, January 2010 (inbook)

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

**Imitation and Reinforcement Learning for Motor Primitives with Perceptual Coupling**
In *From Motor Learning to Interaction Learning in Robots*, pages: 209-225, Studies in Computational Intelligence ; 264, (Editors: Sigaud, O. and Peters, J.), Springer, Berlin, Germany, January 2010 (inbook)

**From Motor Learning to Interaction Learning in Robots**
In *From Motor Learning to Interaction Learning in Robots*, pages: 1-12, Studies in Computational Intelligence ; 264, (Editors: Sigaud, O. and Peters, J.), Springer, Berlin, Germany, January 2010 (inbook)

**From Motor Learning to Interaction Learning in Robots**
pages: 538, Studies in Computational Intelligence ; 264, (Editors: O Sigaud, J Peters), Springer, Berlin, Germany, January 2010 (book)

**Real-Time Local GP Model Learning**
In *From Motor Learning to Interaction Learning in Robots*, 264, pages: 193-207, Studies in Computational Intelligence, (Editors: Sigaud, O. and Peters, J.), Springer, Berlin, Germany, January 2010 (inbook)

**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)

**Leveraging Sequence Classification by Taxonomy-based Multitask Learning**
In *Research in Computational Molecular Biology, LNCS, Vol. 6044*, pages: 522-534, (Editors: B Berger), Springer, Berlin, Germany, 14th Annual International Conference, RECOMB, 2010 (inproceedings)

**Machine Learning Methods for Automatic Image Colorization**
In *Computational Photography: Methods and Applications*, pages: 395-418, Digital Imaging and Computer Vision, (Editors: Lukac, R.), CRC Press, Boca Raton, FL, USA, 2010 (inbook)

**Probabilistic latent variable models for distinguishing between cause and effect**
In *Advances in Neural Information Processing Systems 23*, pages: 1687-1695, (Editors: J Lafferty and CKI Williams and J Shawe-Taylor and RS Zemel and A Culotta), Curran, Red Hook, NY, USA, 24th Annual Conference on Neural Information Processing Systems (NIPS), 2010 (inproceedings)

**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)

**JigPheno: Semantic Feature Extraction in biological images**
In NIPS, Workshop on Machine Learning in Computational Biology, 2010 (inproceedings)

**Nonparametric Tree Graphical Models**
In *Proceedings of the 13th International Conference on Artificial Intelligence and Statistics, Volume 9 *, pages: 765-772, (Editors: YW Teh and M Titterington ), JMLR, AISTATS, 2010 (inproceedings)

**Novel machine learning methods for MHC Class I binding prediction**
In *Pattern Recognition in Bioinformatics*, pages: 98-109, (Editors: TMH Dijkstra and E Tsivtsivadze and E Marchiori and T Heskes), Springer, Berlin, Germany, 5th IAPR International Conference, PRIB, 2010 (inproceedings)

**Bootstrapping Apprenticeship Learning**
In *Advances in Neural Information Processing Systems 23*, pages: 289-297, (Editors: Lafferty, J. , C. K.I. Williams, J. Shawe-Taylor, R. S. Zemel, A. Culotta), Curran, Red Hook, NY, USA, Twenty-Fourth Annual Conference on Neural Information Processing Systems (NIPS), 2010 (inproceedings)

**Distinguishing Causes from Effects using Nonlinear Acyclic Causal Models**
In *JMLR Workshop and Conference Proceedings, Volume 6*, pages: 157-164, (Editors: I Guyon and D Janzing and B Schölkopf), MIT Press, Cambridge, MA, USA, Causality: Objectives and Assessment (NIPS Workshop), 2010 (inproceedings)

**Learning the Reward Model of Dialogue POMDPs**
NIPS Workshop on Machine Learning for Assistive Technology (MLAT-2010), 2010 (poster)

**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)

**Characteristic Kernels on Structured Domains Excel in Robotics and Human Action Recognition**
In *Machine Learning and Knowledge Discovery in Databases, LNCS Vol. 6321*, pages: 264-279, (Editors: JL Balcázar and F Bonchi and A Gionis and M Sebag), Springer, Berlin, Germany, ECML PKDD, 2010 (inproceedings)

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

**Movement extraction by detecting dynamics switches and repetitions**
In *Advances in Neural Information Processing Systems 23*, pages: 388-396, (Editors: Lafferty, J. , C. K.I. Williams, J. Shawe-Taylor, R. S. Zemel, A. Culotta), Curran, Red Hook, NY, USA, Twenty-Fourth Annual Conference on Neural Information Processing Systems (NIPS), 2010 (inproceedings)

**Approaches Based on Support Vector Machine to Classification of Remote Sensing Data**
In *Handbook of Pattern Recognition and Computer Vision*, pages: 329-352, (Editors: Chen, C.H.), ICP, London, UK, 2010 (inbook)

**Space-Variant Single-Image Blind Deconvolution for Removing Camera Shake**
In *Advances in Neural Information Processing Systems 23*, pages: 829-837, (Editors: J Lafferty and CKI Williams and J Shawe-Taylor and RS Zemel and A Culotta), Curran, Red Hook, NY, USA, 24th Annual Conference on Neural Information Processing Systems (NIPS), 2010 (inproceedings)

**Getting lost in space: Large sample analysis of the resistance distance**
In *Advances in Neural Information Processing Systems 23*, pages: 2622-2630, (Editors: Lafferty, J. , C. K.I. Williams, J. Shawe-Taylor, R. S. Zemel, A. Culotta), Curran, Red Hook, NY, USA, Twenty-Fourth Annual Conference on Neural Information Processing Systems (NIPS), 2010 (inproceedings)

**Distinguishing between cause and effect**
In *JMLR Workshop and Conference Proceedings: Volume 6*, pages: 147-156, (Editors: Guyon, I. , D. Janzing, B. Schölkopf), MIT Press, Cambridge, MA, USA, Causality: Objectives and Assessment (NIPS Workshop) , 2010 (inproceedings)

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