344 results
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**Multi-Task Policy Search for Robotics**
In *Proceedings of 2014 IEEE International Conference on Robotics and Automation*, pages: 3876-3881, IEEE, ICRA, 2014 (inproceedings)

**Sample-Based Information-Theoretic Stochastic Optimal Control**
In *Proceedings of 2014 IEEE International Conference on Robotics and Automation*, pages: 3896-3902, IEEE, ICRA, 2014 (inproceedings)

**Probabilistic Shortest Path Tractography in DTI Using Gaussian Process ODE Solvers**
In *Medical Image Computing and Computer-Assisted Intervention – MICCAI 2014, Lecture Notes in Computer Science Vol. 8675*, pages: 265-272, (Editors: P. Golland, N. Hata, C. Barillot, J. Hornegger and R. Howe), Springer, Heidelberg, MICCAI, 2014 (inproceedings)

**Estimating Causal Effects by Bounding Confounding**
In *Proceedings of the 30th Conference on Uncertainty in Artificial Intelligence *, pages: 240-249 , (Editors: Nevin L. Zhang and Jin Tian), AUAI Press Corvallis, Oregon , UAI, 2014 (inproceedings)

**Kernel Mean Estimation and Stein Effect**
In *Proceedings of the 31st International Conference on Machine Learning, W&CP 32 (1)*, pages: 10-18, (Editors: Eric P. Xing and Tony Jebara), JMLR, ICML, 2014 (inproceedings)

**Active Reward Learning**
In *Proceedings of Robotics: Science & Systems*, (Editors: Fox, D., Kavraki, LE., and Kurniawati, H.), RSS, 2014 (inproceedings)

**Multi-modal filtering for non-linear estimation**
In *Proceedings of the IEEE International Conference on Acoustics, Speech, and Signal Processing*, pages: 7979-7983, IEEE, ICASSP, 2014 (inproceedings)

**Inferring latent structures via information inequalities **
In *Proceedings of the 30th Conference on Uncertainty in Artificial Intelligence*, pages: 112-121, (Editors: NL Zhang and J Tian), AUAI Press, Corvallis, Oregon, UAI, 2014 (inproceedings)

**Re-ranking Approach to Classification in Large-scale Power-law Distributed Category Systems**
In *Proceedings of the 37th international ACM SIGIR conference on Research & development in information retrieval*, pages: 1059-1062, (Editors: S Geva and A Trotman and P Bruza and CLA Clarke and K Järvelin), ACM, New York, NY, USA, SIGIR, 2014 (inproceedings)

**Policy Search For Learning Robot Control Using Sparse Data**
In *Proceedings of 2014 IEEE International Conference on Robotics and Automation*, pages: 3882-3887, IEEE, ICRA, 2014 (inproceedings)

**Learning to Unscrew a Light Bulb from Demonstrations**
In *Proceedings for the joint conference of ISR 2014, 45th International Symposium on Robotics and Robotik 2014*, 2014 (inproceedings)

**Towards Neurofeedback Training of Associative Brain Areas for Stroke Rehabilitation**
In *Proceedings of the 6th International Brain-Computer Interface Conference*, (Editors: G Müller-Putz and G Bauernfeind and C Brunner and D Steyrl and S Wriessnegger and R Scherer), 2014 (inproceedings)

**Sampling for Inference in Probabilistic Models with Fast Bayesian Quadrature**
In *Advances in Neural Information Processing Systems 27*, pages: 2789-2797, (Editors: Z. Ghahramani, M. Welling, C. Cortes, N.D. Lawrence and K.Q. Weinberger), Curran Associates, Inc., 28th Annual Conference on Neural Information Processing Systems (NIPS), 2014 (inproceedings)

**Scalable Kernel Methods via Doubly Stochastic Gradients**
*Advances in Neural Information Processing Systems 27*, pages: 3041-3049, (Editors: Z. Ghahramani, M. Welling, C. Cortes, N.D. Lawrence and K.Q. Weinberger), 28th Annual Conference on Neural Information Processing Systems (NIPS), 2014 (conference)

**Learning Economic Parameters from Revealed Preferences**
In *Web and Internet Economics - 10th International Conference*, 8877, pages: 338-353, Lecture Notes in Computer Science, (Editors: Liu, T.-Y. and Qi, Q. and Ye, Y.), WINE, 2014 (inproceedings)

**Fast Newton methods for the group fused lasso**
In *Proceedings of the 30th Conference on Uncertainty in Artificial Intelligence*, pages: 888-897, (Editors: Zhang, N. L. and Tian, J.), AUAI Press, UAI, 2014 (inproceedings)

**Mind the Gap: Subspace based Hierarchical Domain Adaptation**
*Transfer and Multi-task learning Workshop in Advances in Neural Information System Conference 27*, 2014 (conference)

**Localized Complexities for Transductive Learning**
In *Proceedings of the 27th Conference on Learning Theory*, 35, pages: 857-884, (Editors: Balcan, M.-F. and Feldman, V. and Szepesvári, C.), JMLR, COLT, 2014 (inproceedings)

**Efficient Structured Matrix Rank Minimization**
*Advances in Neural Information Processing Systems 27*, pages: 1350-1358, (Editors: Z. Ghahramani, M. Welling, C. Cortes, N.D. Lawrence and K.Q. Weinberger), Curran Associates, Inc., 28th Annual Conference on Neural Information Processing Systems (NIPS), 2014 (conference)

**Towards building a Crowd-Sourced Sky Map**
In *Proceedings of the Seventeenth International Conference on Artificial Intelligence and Statistics*, JMLR W\&CP 33, pages: 549–557, (Editors: S. Kaski and J. Corander), JMLR.org, AISTATS, 2014 (inproceedings)

**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)

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

**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)

**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)

**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)

**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)

**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)

**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)

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

**PAC-Bayes-Bernstein Inequality for Martingales and its Application to Multiarmed Bandits**
In *JMLR Workshop and Conference Proceedings 26*, pages: 98-111, JMLR, Cambridge, MA, USA, On-line Trading of Exploration and Exploitation 2, April 2012 (inproceedings)

**Hierarchical Relative Entropy Policy Search**
In *Fifteenth International Conference on Artificial Intelligence and Statistics*, 22, pages: 273-281, JMLR Proceedings, (Editors: Lawrence, N. D. and Girolami, M.), JMLR.org, AISTATS, April 2012 (inproceedings)

**Personalized medicine: from genotypes and molecular phenotypes towards computed therapy**
In pages: 323-326, (Editors: Altman, R.B. , A.K. Dunker, L. Hunter, T. Murray, T.E. Klein), World Scientific Publishing, Singapore, Pacific Symposium on Biocomputing (PSB), January 2012 (inproceedings)

**Approximate Gaussian Integration using Expectation Propagation**
In pages: 1-11, -, January 2012 (inproceedings) Submitted

**Kernel Topic Models**
In *Fifteenth International Conference on Artificial Intelligence and Statistics*, 22, pages: 511-519, JMLR Proceedings, (Editors: Lawrence, N. D. and Girolami, M.), JMLR.org, AISTATS , 2012 (inproceedings)

**Structured Apprenticeship Learning**
In European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 2012 (inproceedings)

**Blind Correction of Optical Aberrations**
In *Computer Vision - ECCV 2012, LNCS Vol. 7574*, pages: 187-200, (Editors: A Fitzgibbon, S Lazebnik, P Perona, Y Sato, and C Schmid), Springer, Berlin, Germany, 12th IEEE European Conference on Computer Vision, ECCV, 2012 (inproceedings)

**Interactive Domain Adaptation Technique for the Classification of Remote Sensing Images**
In *IEEE International Geoscience and Remote Sensing Symposium *, pages: 6872-6875, IEEE, IGARSS, 2012 (inproceedings)

**Point Cloud Completion Using Symmetries and Extrusions**
In *IEEE-RAS International Conference on Humanoid Robots *, pages: 680-685, IEEE, HUMANOIDS, 2012 (inproceedings)

**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)

**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)

**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)

**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)