534 results
(View BibTeX file of all listed publications)

**Causal Inference from Passive Observations**
24th Summer School University of Jyväskylā, Finland, August, 2014 (talk)

**Incremental Local Gaussian Regression**
In *Advances in Neural Information Processing Systems 27*, pages: 972-980, (Editors: Z. Ghahramani, M. Welling, C. Cortes, N.D. Lawrence and K.Q. Weinberger), 28th Annual Conference on Neural Information Processing Systems (NIPS), 2014, clmc (inproceedings)

**Domain adaptation-can quantity compensate for quality?**
*Annals of Mathematics and Artificial Intelligence*, 70(3):185-202, 2014 (article)

**oxel level [18]F-FDG PET/MRI unsupervised segmentation of the tumor microenvironment**
World Molecular Imaging Conference, 2014 (poster)

**Sérsic galaxy models in weak lensing shape measurement: model bias, noise bias and their interaction**
*Monthly Notices of the Royal Astronomical Society*, 441(3):2528-2538, Oxford University Press, 2014 (article)

**Learning to Deblur**
In *NIPS 2014 Deep Learning and Representation Learning Workshop*, 28th Annual Conference on Neural Information Processing Systems (NIPS), 2014 (inproceedings)

**Analysis of Distance Functions in Graphs**
University of Hamburg, Germany, University of Hamburg, Germany, 2014 (phdthesis)

**Efficient Bayesian Local Model Learning for Control**
In *Proceedings of the IEEE International Conference on Intelligent Robots and Systems*, pages: 2244 - 2249, IROS, 2014, clmc (inproceedings)

**The sample complexity of agnostic learning under deterministic labels**
In *Proceedings of the 27th Conference on Learning Theory*, 35, pages: 527-542, (Editors: Balcan, M.-F. and Feldman, V. and Szepesvári, C.), JMLR, COLT, 2014 (inproceedings)

**Towards an optimal stochastic alternating direction method of multipliers**
*Proceedings of the 31st International Conference on Machine Learning*, 32, pages: 620-628, (Editors: Xing, E. P. and Jebara, T.), JMLR, ICML, 2014 (conference)

**Diminished White Matter Integrity in Patients with Systemic Lupus Erythematosus**
*NeuroImage: Clinical*, 5, pages: 291-297, 2014 (article)

**Open Problem: Finding Good Cascade Sampling Processes for the Network Inference Problem**
*Proceedings of the 27th Conference on Learning Theory*, 35, pages: 1276-1279, (Editors: Balcan, M.-F. and Szepesvári, C.), JMLR.org, COLT, 2014 (conference)

**Information-Theoretic Bounded Rationality and ϵ-Optimality**
*Entropy*, 16(8):4662-4676, August 2014 (article)

**Occam’s Razor in sensorimotor learning**
*Proceedings of the Royal Society of London B*, 281(1783):1-7, May 2014 (article)

**Generalized Thompson sampling for sequential decision-making and causal inference**
*Complex Adaptive Systems Modeling*, 2(2):1-23, March 2014 (article)

**Assessing randomness and complexity in human motion trajectories through analysis of symbolic sequences**
*Frontiers in Human Neuroscience*, 8(168):1-13, March 2014 (article)

**Curiosity-driven learning with Context Tree Weighting**
pages: 366-367, IEEE, Piscataway, NJ, USA, 4th Joint IEEE International Conference on Development and Learning and on Epigenetic Robotics (IEEE ICDL-EPIROB), October 2014 (conference)

**Monte Carlo methods for exact & efficient solution of the generalized optimality equations**
pages: 4322-4327, IEEE, Piscataway, NJ, USA, IEEE International Conference on Robotics and Automation (ICRA), June 2014 (conference)

**Support Vector Machines, Support Measure Machines, and Quasar Target Selection**
Center for Cosmology and Particle Physics (CCPP), New York University, December 2012 (talk)

**Hilbert Space Embedding for Dirichlet Process Mixtures**
NIPS Workshop on Confluence between Kernel Methods and Graphical Models, December 2012 (talk)

**Jensen-Bregman LogDet Divergence with Application to Efficient Similarity Search for Covariance Matrices**
*IEEE Transactions on Pattern Analysis and Machine Intelligence*, 35(9):2161-2174, December 2012 (article)

**Hippocampal-Cortical Interaction during Periods of Subcortical Silence**
*Nature*, 491, pages: 547-553, November 2012 (article)

**Scalable graph kernels**
Eberhard Karls Universität Tübingen, Germany, October 2012 (phdthesis)

**Probabilistic Modelling of Expression Variation in Modern eQTL Studies**
Eberhard Karls Universität Tübingen, Germany, October 2012 (mastersthesis)

**Thermodynamic limits of dynamic cooling**
*Physical Review E*, 84(4):16, October 2012 (article)

**Method for determining a property map of an object, particularly of a living being, based on at least a first image, particularly a magnetic resonance image**
United States Patent, No. 8290568, October 2012 (patent)

**GLIDE: GPU-Based Linear Regression for Detection of Epistasis**
*Human Heredity*, 73(4):220-236, September 2012 (article)

**Fast projection onto mixed-norm balls with applications**
*Minining and Knowledge Discovery (DMKD)*, 25(2):358-377, September 2012 (article)

**Bayesian estimation of free energies from equilibrium simulations**
*Physical Review Letters*, 109(10):5, September 2012 (article)

**Influence Maximization in Continuous Time Diffusion Networks**
In *Proceedings of the 29th International Conference on Machine Learning*, pages: 313-320, (Editors: J, Langford and J, Pineau), Omnipress, New York, NY, USA, ICML, July 2012 (inproceedings)

**Submodular Inference of Diffusion Networks from Multiple Trees**
In *Proceedings of the 29th International Conference on Machine Learning *, pages: 489-496, (Editors: J Langford, and J Pineau), Omnipress, New York, NY, USA, ICML, July 2012 (inproceedings)

**Quasi-Newton Methods: A New Direction**
In *Proceedings of the 29th International Conference on Machine Learning*, pages: 25-32, ICML ’12, (Editors: John Langford and Joelle Pineau), Omnipress, New York, NY, USA, ICML, July 2012 (inproceedings)

**Image denoising: Can plain Neural Networks compete with BM3D?**
In pages: 2392 - 2399, 25th IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2012 (inproceedings)

**PAC-Bayesian Inequalities for Martingales **
*IEEE Transactions on Information Theory*, 58(12):7086-7093, June 2012 (article)

**Climate classifications: the value of unsupervised clustering**
In *Proceedings of the International Conference on Computational Science *, 9, pages: 897-906, Procedia Computer Science, (Editors: H. Ali, Y. Shi, D. Khazanchi, M. Lees, G.D. van Albada, J. Dongarra, P.M.A. Sloot, J. Dongarra), Elsevier, Amsterdam, Netherlands, ICCS, June 2012 (inproceedings)

**Entropy Search for Information-Efficient Global Optimization**
*Journal of Machine Learning Research*, 13, pages: 1809-1837, -, June 2012 (article)

**Kernels for identifying patterns in datasets containing noise or transformation invariances**
United States Patent, No. 8209269, June 2012 (patent)

**A Neuromorphic Architecture for Object Recognition and Motion Anticipation Using Burst-STDP**
*PLoS ONE*, 7(5):17, May 2012 (article)

**Simultaneous small animal PET/MR in activated and resting state reveals multiple brain networks**
20th Annual Meeting and Exhibition of the International Society for Magnetic Resonance in Medicine (ISMRM), May 2012 (talk)

**Online Kernel-based Learning for Task-Space Tracking Robot Control**
*IEEE Transactions on Neural Networks and Learning Systems*, 23(9):1417-1425, May 2012 (article)

**Blind Retrospective Motion Correction of MR Images**
20th Annual Scientific Meeting ISMRM, May 2012 (poster)

**Information-geometric approach to inferring causal directions**
*Artificial Intelligence*, 182-183, pages: 1-31, May 2012 (article)

**A new PET insert for simultaneous PET/MR small animal imaging**
20th Annual Meeting and Exhibition of the International Society for Magnetic Resonance in Medicine (ISMRM), May 2012 (talk)

**Sparse regularized regression identifies behaviorally-relevant stimulus features from psychophysical data**
*Journal of the Acoustical Society of America*, 131(5):3953-3969, May 2012 (article)

**glm-ie: The Generalised Linear Models Inference and Estimation Toolbox**
*Journal of Machine Learning Research*, 13, pages: 1699-1703, May 2012 (article)

**Learning Tracking Control with Forward Models**
In pages: 259 -264, IEEE International Conference on Robotics and Automation (ICRA), May 2012 (inproceedings)

**A Kernel-based Approach to Direct Action Perception**
In *International Conference on Robotics and Automation (ICRA 2012)*, pages: 2605-2610, IEEE, IEEE International Conference on Robotics and Automation (ICRA), May 2012 (inproceedings)

**Feature Selection via Dependence Maximization**
*Journal of Machine Learning Research*, 13, pages: 1393-1434, May 2012 (article)

**Accelerating Nearest Neighbor Search on Manycore Systems**
In *Parallel Distributed Processing Symposium (IPDPS), 2012 IEEE 26th International*, pages: 402-413, IPDPS, May 2012 (inproceedings)

**High gamma-power predicts performance in sensorimotor-rhythm brain-computer interfaces**
*Journal of Neural Engineering*, 9(4):046001, May 2012 (article)