731 results
(View BibTeX file of all listed publications)

**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)

**Studying large-scale brain networks: electrical stimulation and neural-event-triggered fMRI**
Twenty-Second Annual Computational Neuroscience Meeting (CNS*2013), July 2013, journal = {BMC Neuroscience},
year = {2013},
month = {7},
volume = {14},
number = {Supplement 1},
pages = {A1}, (talk)

**Correlation of Simultaneously Acquired Diffusion-Weighted Imaging and 2-Deoxy-[18F] fluoro-2-D-glucose Positron Emission Tomography of Pulmonary Lesions in a Dedicated Whole-Body Magnetic Resonance/Positron Emission Tomography System**
*Investigative Radiology*, 48(5):247-255, May 2013 (article)

**Replacing Causal Faithfulness with Algorithmic Independence of Conditionals**
*Minds and Machines*, 23(2):227-249, May 2013 (article)

**What can neurons do for their brain? Communicate selectivity with bursts**
*Theory in Biosciences *, 132(1):27-39, Springer, March 2013 (article)

**Apprenticeship Learning with Few Examples**
*Neurocomputing*, 104, pages: 83-96, March 2013 (article)

**Quasi-Newton Methods: A New Direction**
*Journal of Machine Learning Research*, 14(1):843-865, March 2013 (article)

**Regional effects of magnetization dispersion on quantitative perfusion imaging for pulsed and continuous arterial spin labeling**
*Magnetic Resonance in Medicine*, 69(2):524-530, Febuary 2013 (article)

**The multivariate Watson distribution: Maximum-likelihood estimation and other aspects**
*Journal of Multivariate Analysis*, 114, pages: 256-269, February 2013 (article)

**How the result of graph clustering methods depends on the construction of the graph**
*ESAIM: Probability & Statistics*, 17, pages: 370-418, January 2013 (article)

**Explicit eigenvalues of certain scaled trigonometric matrices**
*Linear Algebra and its Applications*, 438(1):173-181, January 2013 (article)

**How Sensitive Is the Human Visual System to the Local Statistics of Natural Images?**
*PLoS Computational Biology*, 9(1):e1002873, January 2013 (article)

**A neural population model for visual pattern detection**
*Psychological Review*, 120(3):472–496, 2013 (article)

**Accurate indel prediction using paired-end short reads**
*BMC Genomics*, 14(132), 2013 (article)

**Counterfactual Reasoning and Learning Systems: The Example of Computational Advertising**
*Journal of Machine Learning Research*, 14, pages: 3207-3260, 2013 (article)

**When luminance increment thresholds depend on apparent lightness**
*Journal of Vision*, 13(6):1-11, 2013 (article)

**Efficient network-guided multi-locus association mapping with graph cuts**
*Bioinformatics*, 29(13):i171-i179, 2013 (article)

**Quantifying causal influences**
*Annals of Statistics*, 41(5):2324-2358, 2013 (article)

**Probabilistic movement modeling for intention inference in human-robot interaction
**
*International Journal of Robotics Research*, 32(7):841-858, 2013 (article)

**Blind Retrospective Motion Correction of MR Images**
*Magnetic Resonance in Medicine (MRM)*, 70(6):1608–1618, 2013 (article)

**Modeling fixation locations using spatial point processes**
*Journal of Vision*, 13(12):1-34, 2013 (article)

**A probabilistic model for secondary structure prediction from protein chemical shifts**
*Proteins: Structure, Function, and Bioinformatics*, 81(6):984–993, 2013 (article)

**Climate Extremes and the Carbon Cycle**
*Nature*, 500, pages: 287-295, 2013 (article)

**Identification of stimulus cues in narrow-band tone-in-noise detection using sparse observer models**
*Journal of the Acoustical Society of America*, 134(1):447-463, 2013 (article)

**Probabilistic Model-based Imitation Learning**
*Adaptive Behavior Journal*, 21(5):388-403, 2013 (article)

**Metabolic cost as an organizing principle for cooperative learning**
*Advances in Complex Systems*, 16(02n03):1350012, 2013 (article)

**MR-based PET Attenuation Correction for PET/MR Imaging**
*Seminars in Nuclear Medicine*, 43(1):45-59, 2013 (article)

**MR-based Attenuation Correction Methods for Improved PET Quantification in Lesions within Bone and Susceptibility Artifact Regions
**
*Journal of Nuclear Medicine*, 54(10):1768-1774, 2013 (article)

**Learning output kernels for multi-task problems**
*Neurocomputing*, 118, pages: 119-126, 2013 (article)

**Analytical probabilistic modeling for radiation therapy treatment planning**
*Physics in Medicine and Biology*, 58(16):5401-5419, 2013 (article)