155 results
(View BibTeX file of all listed publications)

**CAM: Causal Additive Models, high-dimensional order search and penalized regression**
*Annals of Statistics*, 42(6):2526-2556, 2014 (article)

**Unsupervised identification of neural events in local field potentials**
44th Annual Meeting of the Society for Neuroscience (Neuroscience), 2014 (talk)

**Policy Evaluation with Temporal Differences: A Survey and Comparison**
*Journal of Machine Learning Research*, 15, pages: 809-883, 2014 (article)

**Uncovering the Structure and Temporal Dynamics of Information Propagation**
*Network Science*, 2(1):26-65, 2014 (article)

**Causal discovery via reproducing kernel Hilbert space embeddings**
*Neural Computation*, 26(7):1484-1517, 2014 (article)

**Impact of Large-Scale Climate Extremes on Biospheric Carbon Fluxes: An Intercomparison Based on MsTMIP Data**
*Global Biogeochemical Cycles*, 2014 (article)

**A Brain-Computer Interface Based on Self-Regulation of Gamma-Oscillations in the Superior Parietal Cortex**
*Journal of Neural Engineering*, 11(5):056015, 2014 (article)

**On power law distributions in large-scale taxonomies**
*SIGKDD Explorations, Special Issue on Big Data*, 16(1):47-56, 2014 (article)

**Quantifying statistical dependency**
Research Network on Learning Systems Summer School, 2014 (talk)

**Predicting Motor Learning Performance from Electroencephalographic Data**
*Journal of NeuroEngineering and Rehabilitation*, 11:24, 2014 (article)

**Special issue on autonomous grasping and manipulation**
*Autonomous Robots*, 36(1-2):1-3, 2014 (article)

**Evaluation of Positron Emission Tomographic Tracers for Imaging of Papillomavirus-Induced Tumors in Rabbits**
*Molecular Imaging*, 13(1):1536-0121, 2014 (article)

**Extreme events in gross primary production: a characterization across continents**
*Biogeosciences*, 11, pages: 2909-2924, 2014 (article)

**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)

**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)

**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)

**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)

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

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

**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)

**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)

**Causal Inference from Passive Observations**
24th Summer School University of Jyväskylā, Finland, August, 2014 (talk)

**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)

**Diminished White Matter Integrity in Patients with Systemic Lupus Erythematosus**
*NeuroImage: Clinical*, 5, pages: 291-297, 2014 (article)

**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)

**Kernel Methods for Measuring Independence**
*Journal of Machine Learning Research*, 6, pages: 2075-2129, December 2005 (article)

**Some thoughts about Gaussian Processes**
NIPS Workshop on Open Problems in Gaussian Processes for Machine Learning, December 2005 (talk)

Chapelle, O.
**A taxonomy of semi-supervised learning algorithms**
Yahoo!, December 2005 (talk)

**A Unifying View of Sparse Approximate Gaussian Process Regression**
*Journal of Machine Learning Research*, 6, pages: 1935-1959, December 2005 (article)

**Maximal Margin Classification for Metric Spaces**
*Journal of Computer and System Sciences*, 71(3):333-359, October 2005 (article)

**Selective integration of multiple biological data for supervised
network inference**
*Bioinformatics*, 21(10):2488 , October 2005 (article)

**Assessing Approximate Inference for Binary Gaussian Process Classification**
*Journal of Machine Learning Research*, 6, pages: 1679 , October 2005 (article)

**Clustering on the Unit Hypersphere using von Mises-Fisher Distributions**
*Journal of Machine Learning Research*, 6, pages: 1345-1382, September 2005 (article)

**Support Vector Machines for 3D Shape Processing**
*Computer Graphics Forum*, 24(3, EUROGRAPHICS 2005):285-294, September 2005 (article)

**Fast Protein Classification with Multiple Networks**
*Bioinformatics*, 21(Suppl. 2):59-65, September 2005 (article)

**Iterative Kernel Principal Component Analysis for Image Modeling**
*IEEE Transactions on Pattern Analysis and Machine Intelligence*, 27(9):1351-1366, September 2005 (article)

**Phenotypic characterization of chondrosarcoma-derived cell lines**
*Cancer Letters*, 226(2):143-154, August 2005 (article)

**Local Rademacher Complexities**
*The Annals of Statistics*, 33(4):1497-1537, August 2005 (article)