132 results
(View BibTeX file of all listed publications)

**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)

**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)

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

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

**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)

**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)

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

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

**ShapePheno: Unsupervised extraction of shape phenotypes from biological image collections**
*Bioinformatics*, 28(7):1001-1008, April 2012 (article)

**A New Perceptual Bias Reveals Suboptimal Population Decoding of Sensory Responses**
*PLoS Computational Biology*, 8(4):1-13, April 2012 (article)

**Evaluation of a new, large field of view, small animal PET/MR system**
50. Jahrestagung der Deutschen Gesellschaft fuer Nuklearmedizin (NuklearMedizin), April 2012 (talk)

**Patterns of cis regulatory variation in diverse human populations**
*PLoS genetics*, 8(4):e1002639, April 2012 (article)

**A Kernel Two-Sample Test **
*Journal of Machine Learning Research*, 13, pages: 723-773, March 2012 (article)

**Technical performance evaluation of a human brain PET/MRI system**
*European Radiology*, 22(8):1776-1788, March 2012 (article)

**Real-time detection of colored objects in multiple camera streams with off-the-shelf hardware components **
*Journal of Real-Time Image Processing*, 7(1):31-41, March 2012 (article)

**A short note on parameter approximation for von Mises-Fisher distributions: and a fast implementation of Is(x) **
*Computational Statistics*, 27(1):177-190, March 2012 (article)

**An online brain–computer interface based on shifting attention to concurrent streams of auditory stimuli **
*Journal of Neural Engineering*, 9(2):026011, February 2012 (article)

**A non-monotonic method for large-scale non-negative least squares**
*Optimization Methods and Software*, 28(5):1012-1039, Febuary 2012 (article)

**Inferring Networks of Diffusion and Influence**
*ACM Transactions on Knowledge Discovery from Data*, 5(4:21), February 2012 (article)

**Using probabilistic estimation of expression residuals (PEER) to obtain increased power and interpretability of gene expression analyses**
*Nature Protocols*, 7(3):500–507, February 2012 (article)

**Context-aware brain-computer interfaces: exploring the information space of user, technical system and environment**
*Journal of Neural Engineering*, 9(1):016003, 10, February 2012 (article)

**Expectation-Maximization methods for solving (PO)MDPs and optimal control problems**
In *Inference and Learning in Dynamic Models*, (Editors: Barber, D., Cemgil, A.T. and Chiappa, S.), Cambridge University Press, Cambridge, UK, January 2012 (inbook) In press

**How the initialization affects the stability of the k-means algorithm
**
*ESAIM: Probability and Statistics*, 16, pages: 436-452, January 2012 (article)

**Joint Modelling of Confounding Factors and Prominent Genetic Regulators Provides Increased Accuracy in Genetical Genomics Studies**
*PLoS Computational Biology*, 8(1):1-9, January 2012 (article)

**Simultaneous small animal PET/MR reveals different brain networks during stimulation and rest**
World Molecular Imaging Congress (WMIC), 2012 (talk)

**Bayesian flexible fitting of biomolecular structures into EM maps**
*Biophysical journal*, 2012 (article) Submitted

Muandet, K.
**Support Measure Machines for Quasar Target Selection**
Astro Imaging Workshop, 2012 (talk)

**Measurement and Calibration of Noise Bias in Weak Lensing Galaxy Shape Estimation
**
*Monthly Notices of the Royal Astronomical Society (MNRAS)*, 2012 (article)

**PAC-Bayesian Analysis: A Link Between Inference and Statistical Physics
**
Workshop on Statistical Physics of Inference and Control Theory, 2012 (talk)

**LMM-Lasso: A Lasso Multi-Marker Mixed Model for Association Mapping with Population Structure Correction**
*Bioinformatics*, 29(2):206-214, 2012 (article)

**PET Performance Measurements of a Next Generation Dedicated Small Animal PET/MR Scanner**
Nuclear Science Symposium and Medical Imaging Conference (NSS-MIC), 2012 (talk)

**Inferential structure determination from NMR data**
In *Bayesian methods in structural bioinformatics*, pages: 287-312, (Editors: Hamelryck, T., Mardia, K. V. and Ferkinghoff-Borg, J.), Springer, New York, 2012 (inbook)

**Image denoising with multi-layer perceptrons, part 2: training trade-offs and analysis of their mechanisms**
2012 (article) Submitted

**Existential neuroscience: a functional magnetic resonance imaging investigation of neural responses to reminders of one’s mortality**
*Social Cognitive and Affective Neuroscience*, 7(2):193-198, 2012 (article)

**Active learning for domain adaptation in the supervised classification of remote sensing images**
*IEEE Transactions on Geoscience and Remote Sensing*, 50(11):4468-4483, 2012 (article)

**Robot Learning**
In *Encyclopedia of the sciences of learning*, (Editors: Seel, N.M.), Springer, Berlin, Germany, 2012 (inbook)

**Reinforcement Learning in Robotics: A Survey**
In *Reinforcement Learning*, 12, pages: 579-610, (Editors: Wiering, M. and Otterlo, M.), Springer, Berlin, Germany, 2012 (inbook)

**PAC-Bayesian Analysis of Supervised, Unsupervised, and Reinforcement Learning
**
Tutorial at the 29th International Conference on Machine Learning (ICML), 2012 (talk)