307 results
(View BibTeX file of all listed publications)

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)

**The representer theorem for Hilbert spaces: a necessary and sufficient condition**
In *Advances in Neural Information Processing Systems 25*, pages: 189-196, (Editors: P Bartlett, FCN Pereira, CJC. Burges, L Bottou, and KQ Weinberger), Curran Associates Inc., 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

**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)

**Complexity of computing distances between geometric trees**
In *Structural, Syntactic, and Statistical Pattern Recognition, LNCS vol 7626*, pages: 89-97, (Editors: G Gimel´farb and E Hancock and A Imiya and A Kuijper and M Kudo and S Omachi and T Windeatt and K Yamada), Springer, 14th international workshop on Syntactical and Structural Pattern Recognition (S+SSPR), 2012 (inproceedings)

**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

**Same, same, but different: EEG correlates of n-back and span working memory tasks**
In *Proceedings of the 48th Congress of the German Society for Psychology*, 2012 (inproceedings)

**Structure and Dynamics of Diffusion Networks**
Department of Electrical Engineering, Stanford University, 2012 (phdthesis)

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

**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)

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

**On empirical tradeoffs in large scale hierarchical classification**
In *21st ACM International Conference on Information and Knowledge Management*, pages: 2299-2302, (Editors: G Lebanon and H Wang and MJ Zaki), ACM, CIKM, 2012 (inproceedings)

**Clustering: Science or Art?**
In *JMLR Workshop and Conference Proceedings, Volume 27*, pages: 65-79, Workshop on Unsupervised Learning and Transfer Learning, 2012 (inproceedings)

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

**Probabilistic Modeling of Human Movements for Intention Inference**
In *Proceedings of Robotics: Science and Systems VIII*, pages: 8, R:SS, 2012 (inproceedings)

**Solving Nonlinear Continuous State-Action-Observation POMDPs for Mechanical Systems with Gaussian Noise**
In The 10th European Workshop on Reinforcement Learning (EWRL), 2012 (inproceedings)

**On Causal and Anticausal Learning**
In *Proceedings of the 29th International Conference on Machine Learning*, pages: 1255-1262, (Editors: J Langford and J Pineau), Omnipress, New York, NY, USA, ICML, 2012 (inproceedings)

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

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

**Learning from distributions via support measure machines**
In *Advances in Neural Information Processing Systems 25*, pages: 10-18, (Editors: P Bartlett, FCN Pereira, CJC. Burges, L Bottou, and KQ Weinberger), Curran Associates Inc., 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

**Blind Deconvolution in Scientific Imaging & Computational Photography**
Eberhard Karls Universität Tübingen, Germany, 2012 (phdthesis)

**Scalable nonconvex inexact proximal splitting**
In *Advances of Neural Information Processing Systems 25*, pages: 539-547, (Editors: P Bartlett and FCN Pereira and CJC. Burges and L Bottou and KQ Weinberger), Curran Associates Inc., 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

**A min-cut solution to mapping phenotypes to networks of genetic markers
**
In 17th Annual International Conference on Research in Computational Molecular Biology (RECOMB), 2012 (inproceedings) Submitted

**Efficiently mapping phenotypes to networks of genetic loci**
In NIPS Workshop on Machine Learning in Computational Biology (MLCB), 2012 (inproceedings) Submitted

**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)

**Modelling transition dynamics in MDPs with RKHS embeddings**
In *Proceedings of the 29th International Conference on Machine Learning*, pages: 535-542, (Editors: J Langford and J Pineau), Omnipress, New York, NY, USA, ICML, 2012 (inproceedings)

**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)

**Adaptive Classifier Selection in Large-Scale Hierarchical Classification**
In *Neural Information Processing - 19th International Conference, Lecture Notes in Computer Science, Vol. 7665*, pages: 612-619, (Editors: T Huang and Z Zeng and C Li and CS Leung), Springer, ICONIP, 2012 (inproceedings)

**Reinforcement learning to adjust parametrized motor primitives to new situations **
*Autonomous Robots*, 33(4):361-379, 2012 (article)

**A Brain-Robot Interface for Studying Motor Learning after Stroke**
In *IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS)*, pages: 4078 - 4083 , IEEE, Piscataway, NJ, USA, IROS, 2012 (inproceedings)

**Generalization of Human Grasping for Multi-Fingered Robot Hands**
In *IEEE/RSJ International Conference on Intelligent Robots and Systems *, pages: 2043-2050, IROS, 2012 (inproceedings)

**Learning Concurrent Motor Skills in Versatile Solution Spaces**
In *IEEE/RSJ International Conference on Intelligent Robots and Systems *, pages: 3591-3597, IROS, 2012 (inproceedings)

**Learning to Select and Generalize Striking Movements in Robot Table Tennis**
In AAAI Fall Symposium on Robots Learning Interactively from Human Teachers, 2012 (inproceedings)

**On the Empirical Estimation of Integral Probability Metrics**
*Electronic Journal of Statistics*, 6, pages: 1550-1599, 2012 (article)

**Computational vascular morphometry for the assessment of pulmonary vascular disease based on scale-space particles**
In pages: 1479-1482, IEEE, 9th International Symposium on Biomedical Imaging (ISBI) , 2012 (inproceedings)

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

**Hilbert space embedding for Dirichlet Process mixtures**
In NIPS Workshop on confluence between kernel methods and graphical models, 2012 (inproceedings)

**Causal discovery with scale-mixture model for spatiotemporal variance dependencies
**
In *Advances in Neural Information Processing Systems 25*, pages: 1736-1744, (Editors: P Bartlett and FCN Pereira and CJC. Burges and L Bottou and KQ Weinberger), Curran Associates Inc., 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

**Bridging Offline and Online Social Graph Dynamics**
In *21st ACM Conference on Information and Knowledge Management*, pages: 2447-2450, (Editors: Chen, X., Lebanon, G., Wang, H. and Zaki, M. J.), ACM, CIKM, 2012 (inproceedings)

**A new metric on the manifold of kernel matrices with application to matrix geometric means**
In *Advances in Neural Information Processing Systems 25*, pages: 144-152, (Editors: P Bartlett and FCN Pereira and CJC. Burges and L Bottou and KQ Weinberger), Curran Associates Inc., 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

**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)

**Effect of MR contrast agents on quantitative accuracy of PET in combined whole-body PET/MR imaging**
*European Journal of Nuclear Medicine and Molecular Imaging*, 39(11):1756-1766, 2012 (article)

**Conditional mean embeddings as regressors**
In *Proceedings of the 29th International Conference on Machine Learning*, pages: 1823-1830, (Editors: J Langford and J Pineau), Omnipress, New York, NY, USA, ICML, 2012 (inproceedings)

**Multitask Learning in Computational Biology**
*JMLR W\&CP. ICML 2011 Unsupervised and Transfer Learning Workshop*, 27, pages: 207-216, 2012 (article)

**Machine Learning and Interpretation in Neuroimaging - Revised Selected and Invited Contributions**
pages: 266, Springer, Heidelberg, Germany, International Workshop, MLINI, Held at NIPS, 2012, Lecture Notes in Computer Science, Vol. 7263 (proceedings)