135 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)

**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)

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

**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)

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

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

**Identifying endogenous rhythmic spatio-temporal patterns in micro-electrode array recordings**
9th annual Computational and Systems Neuroscience meeting (Cosyne), 2012 (poster)

**Reconstruction using Gaussian mixture models**
2012 Gordon Research Conference on Three-Dimensional Electron Microscopy (3DEM), 2012 (poster)

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

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

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

**Learning from Distributions via Support Measure Machines**
26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (poster)

**Juggling Increases Interhemispheric Brain Connectivity: A Visual and Quantitative dMRI Study.
**
Vision, Modeling and Visualization (VMV), 2012 (poster)

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

**The geometry and statistics of geometric trees**
T{\"u}bIt day of bioinformatics, June, 2012 (poster)

**Influence of MR-based attenuation correction on lesions within bone and susceptibility artifact regions**
Molekulare Bildgebung (MoBi), 2012 (talk)

**Structured Apprenticeship Learning**
European Workshop on Reinforcement Learning (EWRL), 2012 (talk)

**PAC-Bayesian Analysis and Its Applications**
Tutorial at The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 2012 (talk)

**Therapy monitoring of patients with chronic sclerodermic graft-versus-host-disease using PET/MRI**
2012 SNM Annual Meeting, 2012 (poster)

**Centrality of the Mammalian Functional Brain Network**
42nd Annual Meeting of the Society for Neuroscience (Neuroscience), 2012 (poster)

**Solving Nonlinear Continuous State-Action-Observation POMDPs for Mechanical Systems with Gaussian Noise
**
European Workshop on Reinforcement Learning (EWRL), 2012 (talk)

**Kernel Mean Embeddings of POMDPs**
21st Machine Learning Summer School , 2012 (poster)

**Kernel Bellman Equations in POMDPs**
Technical Committee on Infomation-Based Induction Sciences and Machine Learning (IBISML'12), 2012 (talk)

**Semi-Supervised Domain Adaptation with Copulas**
Neural Information Processing Systems (NIPS), 2012 (poster)

**Evaluation of Whole-Body MR-Based Attenuation Correction in Bone and Soft Tissue Lesions**
Nuclear Science Symposium and Medical Imaging Conference (NSS-MIC), 2012 (poster)

**Beta oscillations propagate as traveling waves in the macaque prefrontal cortex**
42nd Annual Meeting of the Society for Neuroscience (Neuroscience), 2012 (talk)

**The PET Performance Measurements of A Next Generation Dedicated Small Animal PET/MR Scanner**
World Molecular Imaging Congress (WMIC), 2012 (poster)

**BCPy2000**
Workshop "Machine Learning Open-Source Software" at NIPS, December 2008 (talk)

**Logistic Regression for Graph Classification**
NIPS Workshop on "Structured Input - Structured Output" (NIPS SISO), December 2008 (talk)

**New Projected Quasi-Newton Methods with Applications**
Microsoft Research Tech-talk, December 2008 (talk)

**Variational Bayesian Model Selection in Linear Gaussian State-Space based Models**
*International Workshop on Flexible Modelling: Smoothing and Robustness (FMSR 2008)*, 2008, pages: 1, November 2008 (poster)

**MR-Based PET Attenuation Correction: Initial Results for Whole Body**
Medical Imaging Conference, October 2008 (talk)

**Nonparametric Indepedence Tests: Space Partitioning and Kernel Approaches**
19th International Conference on Algorithmic Learning Theory (ALT08), October 2008 (talk)

**Data-driven goodness-of-fit tests**
2008 Barcelona Conference on Asymptotic Statistics (BAS), September 2008 (talk)

**Towards the neural basis of the flash-lag effect**
*International Workshop on Aspects of Adaptive Cortex Dynamics*, 2008, pages: 1, September 2008 (poster)

**mGene: A Novel Discriminative Gene Finder**
Worm Genomics and Systems Biology meeting, July 2008 (talk)

**Policy Learning: A Unified Perspective With Applications In Robotics**
*8th European Workshop on Reinforcement Learning for Robotics (EWRL 2008)*, 8, pages: 10, July 2008 (poster)

**Discovering Common Sequence Variation in
Arabidopsis thaliana**
16th Annual International Conference Intelligent Systems for Molecular Biology (ISMB), July 2008 (talk)

**Coding Theory in Brain-Computer Interfaces**
Soria Summerschool on Computational Mathematics "Algebraic Coding Theory" (S3CM), July 2008 (talk)

**Motor Skill Learning for Cognitive Robotics**
6th International Cognitive Robotics Workshop (CogRob), July 2008 (talk)

**Reinforcement Learning of Perceptual Coupling for Motor Primitives**
*8th European Workshop on Reinforcement Learning for Robotics (EWRL 2008)*, 8, pages: 16, July 2008 (poster)

**Painless Embeddings of Distributions: the Function Space View (Part 1)**
25th International Conference on Machine Learning (ICML), July 2008 (talk)

**Reinforcement Learning for Robotics**
8th European Workshop on Reinforcement Learning for Robotics (EWRL), July 2008 (talk)

**Flexible Models for Population Spike Trains**
*AREADNE 2008: Research in Encoding and Decoding of Neural Ensembles*, 2, pages: 52, June 2008 (poster)

**Pairwise Correlations and Multineuronal Firing Patterns in the Primary Visual Cortex of the Awake, Behaving Macaque**
*AREADNE 2008: Research in Encoding and Decoding of Neural Ensembles*, 2, pages: 48, June 2008 (poster)

**Visual saliency re-visited: Center-surround patterns emerge as optimal predictors for human fixation targets**
*Journal of Vision*, 8(6):635, 8th Annual Meeting of the Vision Sciences Society (VSS), June 2008 (poster)

**Multi-Classification by Categorical Features via Clustering**
25th International Conference on Machine Learning (ICML), June 2008 (talk)

**Analysis of Pattern Recognition Methods in Classifying Bold Signals in Monkeys at 7-Tesla**
*AREADNE 2008: Research in Encoding and Decoding of Neural Ensembles*, 2, pages: 67, June 2008 (poster)