178 results
(View BibTeX file of all listed publications)

**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)

**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)

**Single-Source Domain Adaptation with Target and Conditional Shift**
In *Regularization, Optimization, Kernels, and Support Vector Machines*, pages: 427-456, 19, Chapman & Hall/CRC Machine Learning & Pattern Recognition, (Editors: Suykens, J. A. K., Signoretto, M. and Argyriou, A.), Chapman and Hall/CRC, Boca Raton, USA, 2014 (inbook)

**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)

**Higher-Order Tensors in Diffusion Imaging**
In *Visualization and Processing of Tensors and Higher Order Descriptors for Multi-Valued Data*, pages: 129-161, Mathematics + Visualization, (Editors: Westin, C.-F., Vilanova, A. and Burgeth, B.), Springer, 2014 (inbook)

**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)

**Fuzzy Fibers: Uncertainty in dMRI Tractography**
In *Scientific Visualization: Uncertainty, Multifield, Biomedical, and Scalable Visualization*, pages: 79-92, 8, Mathematics + Visualization, (Editors: Hansen, C. D., Chen, M., Johnson, C. R., Kaufman, A. E. and Hagen, H.), Springer, 2014 (inbook)

**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)

**Nonconvex Proximal Splitting with Computational Errors**
In *Regularization, Optimization, Kernels, and Support Vector Machines*, pages: 83-102, 4, (Editors: Suykens, J. A. K., Signoretto, M. and Argyriou, A.), CRC Press, 2014 (inbook)

**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)

**Active Learning - Modern Learning Theory**
In *Encyclopedia of Algorithms*, (Editors: Kao, M.-Y.), Springer Berlin Heidelberg, 2014 (incollection)

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

**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)

**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)

**Markerless tracking of Dynamic 3D Scans of Faces**
In *Dynamic Faces: Insights from Experiments and Computation*, pages: 255-276, (Editors: Curio, C., Bülthoff, H. H. and Giese, M. A.), MIT Press, Cambridge, MA, USA, December 2010 (inbook)

**Causal relationships between frequency bands of extracellular signals in visual cortex revealed by an information theoretic analysis**
*Journal of Computational Neuroscience*, 29(3):547-566, December 2010 (article)

**Tackling Box-Constrained Optimization via a New Projected Quasi-Newton Approach**
*SIAM Journal on Scientific Computing*, 32(6):3548-3563 , December 2010 (article)

**Algorithmen zum Automatischen Erlernen von Motorfähigkeiten**
*at - Automatisierungstechnik*, 58(12):688-694, December 2010 (article)

**PAC-Bayesian Analysis of Co-clustering and Beyond**
*Journal of Machine Learning Research*, 11, pages: 3595-3646, December 2010 (article)

**Policy Gradient Methods**
In *Encyclopedia of Machine Learning*, pages: 774-776, (Editors: Sammut, C. and Webb, G. I.), Springer, Berlin, Germany, December 2010 (inbook)

**Gaussian Processes for Machine Learning (GPML) Toolbox**
*Journal of Machine Learning Research*, 11, pages: 3011-3015, November 2010 (article)

**Cryo-EM structure and rRNA model of a translating eukaryotic 80S ribosome at 5.5-Å resolution**
*Proceedings of the National Academy of Sciences of the United States of America*, 107(46):19748-19753, November 2010 (article)

Peters, J.
**Policy gradient methods**
*Scholarpedia*, 5(11):3698, November 2010 (article)

**Localization of eukaryote-specific ribosomal proteins in a 5.5-Å cryo-EM map of the 80S eukaryotic ribosome**
*Proceedings of the National Academy of Sciences of the United States of America*, 107(46):19754-19759, November 2010 (article)

**Spatio-Spectral Remote Sensing Image Classification With Graph Kernels**
*IEEE Geoscience and Remote Sensing Letters*, 7(4):741-745, October 2010 (article)

**Causal Inference Using the Algorithmic Markov Condition**
*IEEE Transactions on Information Theory*, 56(10):5168-5194, October 2010 (article)