701 results
(View BibTeX file of all listed publications)

**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)

**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)

**Indirect Robot Model Learning for Tracking Control**
*Advanced Robotics*, 28(9):589-599, 2014 (article)

**An extended approach for spatiotemporal gapfilling: dealing with large and systematic gaps in geoscientific datasets**
*Nonlinear Processes in Geophysics*, 21(1):203-215, 2014 (article)

**On the Quantification Accuracy, Homogeneity, and Stability of Simultaneous Positron Emission Tomography/Magnetic Resonance Imaging Systems**
*Investigative Radiology*, 49(6):373-381, 2014 (article)

**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)

**Natural Evolution Strategies**
*Journal of Machine Learning Research*, 15, pages: 949-980, 2014 (article)

**Factors controlling decomposition rates of fine root litter in temperate forests and grasslands**
*Plant and Soil*, 2014 (article)

**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)

**Causal Discovery with Continuous Additive Noise Models **
*Journal of Machine Learning Research*, 15, pages: 2009-2053, 2014 (article)

**A few extreme events dominate global interannual variability in gross primary production **
*Environmental Research Letters*, 9(3):035001, 2014 (article)

**Learning Strategies in Table Tennis using Inverse Reinforcement Learning**
*Biological Cybernetics*, 108(5):603-619, 2014 (article)

**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)

**Kernel methods in system identification, machine learning and function estimation: A survey**
*Automatica*, 50(3):657-682, 2014 (article)

**Development of a novel depth of interaction PET detector using highly multiplexed G-APD cross-strip encoding **
*Medical Physics*, 41(8), 2014 (article)

**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)

**Epidural electrocorticography for monitoring of arousal in locked-in state**
*Frontiers in Human Neuroscience*, 8(861), 2014 (article)

**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)

**Simultaneous Whole-Body PET/MR Imaging in Comparison to PET/CT in Pediatric Oncology: Initial Results**
*Radiology*, 273(1):220-231, 2014 (article)

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

**Cost-Sensitive Active Learning With Lookahead: Optimizing Field Surveys for Remote Sensing Data Classification**
*IEEE Transactions on Geoscience and Remote Sensing*, 10(52):6652 - 6664, 2014 (article)

**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)

**Modular proximal optimization with application to total variation regularization**
2014 (article) In revision

**Principles of PET/MR Imaging**
*Journal of Nuclear Medicine*, 55(6, Supplement 2):2S-10S, 2014 (article)

**IM3SHAPE: Maximum likelihood galaxy shear measurement code for cosmic gravitational lensing**
*Astrophysics Source Code Library*, 1, pages: 09013, 2014 (article)

**Efficient nearest neighbors via robust sparse hashing**
*IEEE Transactions on Image Processing*, 23(8):3646-3655, 2014 (article)

**Using a population based Gaussian Mixture Model on fused [18]F-FDG PET and DW-MRI images accurately segments the tumor microenvironment into clinically relevant compartments capable of guiding therapy**
European Molecular Imaging Meeting, 2014 (talk)

**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)

**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)

**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)

**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)