109 results
(View BibTeX file of all listed publications)

**On the Intersection Property of Conditional Independence and its Application to Causal Discovery**
*Journal of Causal Inference*, 3(1):97-108, 2015 (article)

**Crowdsourced analysis of clinical trial data to predict amyotrophic lateral sclerosis progression**
*Nature Biotechnology*, 33, pages: 51-57, 2015 (article)

**Probabilistic Interpretation of Linear Solvers**
*SIAM Journal on Optimization*, 25(1):234-260, 2015 (article)

**Developing biorobotics for veterinary research into cat movements**
*Journal of Veterinary Behavior: Clinical Applications and Research*, 10(3):248-254, 2015 (article)

**Spatial statistics and attentional dynamics in scene viewing**
*Journal of Vision*, 15(1):1-17, 2015 (article)

**The Randomized Causation Coefficient**
*Journal of Machine Learning*, 16, pages: 2901-2907, 2015 (article)

**Towards denoising XMCD movies of fast magnetization dynamics using extended Kalman filter**
*Ultramicroscopy*, 148, pages: 115-122, 2015 (article)

**Causal interpretation rules for encoding and decoding models in neuroimaging**
*NeuroImage*, 110, pages: 48–59, 2015 (article)

**Computing Functions of Random Variables via Reproducing Kernel Hilbert Space Representations**
*Statistics and Computing *, 25(4):755-766, 2015 (article)

**Artificial intelligence: Learning to see and act**
*Nature, News & Views*, 518(7540):486-487, 2015 (article)

**Context affects lightness at the level of surfaces**
*Journal of Vision*, 15(1):1-15, 2015 (article)

**Genome-wide analysis of local chromatin packing in Arabidopsis thaliana**
*Genome Research*, 25(2):246-256, 2015 (article)

**Segmentation-based attenuation correction in positron emission tomography/magnetic resonance: erroneous tissue identification and its impact on positron emission tomography interpretation**
*Investigative Radiology*, 50(5):339-346, 2015 (article)

**Active Reward Learning with a Novel Acquisition Function**
*Autonomous Robots*, 39(3):389-405, 2015 (article)

**A systematic search for transiting planets in the K2 data**
*The Astrophysical Journal*, 806(2), 2015 (article)

**Learning Movement Primitive Attractor Goals and Sequential Skills from Kinesthetic Demonstrations**
*Robotics and Autonomous Systems*, 74, Part A, pages: 97-107, 2015 (article)

**Bayesian Optimization for Learning Gaits under Uncertainty**
*Annals of Mathematics and Artificial Intelligence*, pages: 1-19, 2015 (article)

**Assessment of murine brain tissue shrinkage caused by different histological fixatives using magnetic resonance and computed tomography imaging**
*Histology and Histopathology*, 30(5):601-613, 2015 (article)

**Improved Bayesian Information Criterion for Mixture Model Selection**
*Pattern Recognition Letters*, 69, pages: 22-27, 2015 (article)

**Correlation matrix nearness and completion under observation uncertainty**
*IMA Journal of Numerical Analysis*, 35(1):325-340, 2015 (article)

**Quantitative evaluation of segmentation- and atlas- based attenuation correction for PET/MR on pediatric patients**
*Journal of Nuclear Medicine*, 56(7):1067-1074, 2015 (article)

**Probabilistic numerics and uncertainty in computations**
*Proceedings of the Royal Society of London A: Mathematical, Physical and Engineering Sciences*, 471(2179), 2015 (article)

**Mass and galaxy distributions of four massive galaxy clusters from Dark Energy Survey Science Verification data**
*Monthly Notices of the Royal Astronomical Society*, 449(3):2219-2238, Oxford University Press, 2015 (article)

**Entropic Movement Complexity Reflects Subjective Creativity Rankings of Visualized Hand Motion Trajectories**
*Frontiers in Psychology*, 6(1879):1-13, December 2015 (article)

**Bounded rationality, abstraction and hierarchical decision-making: an information-theoretic optimality principle**
*Frontiers in Robotics and AI*, 2(27):1-24, October 2015 (article)

**Signaling equilibria in sensorimotor interactions**
*Cognition*, 141, pages: 73-86, August 2015 (article)

**Structure Learning in Bayesian Sensorimotor Integration**
*PLoS Computational Biology*, 11(8):1-27, August 2015 (article)

**A Reward-Maximizing Spiking Neuron as a Bounded Rational Decision Maker**
*Neural Computation*, 27(8):1686-1720, July 2015 (article)

**What is epistemic value in free energy models of learning and acting? A bounded rationality perspective**
*Cognitive Neuroscience*, 6(4):215-216, December 2015 (article)

**Optimized Support Vector Machines for Nonstationary Signal Classification**
*IEEE Signal Processing Letters*, 9(12):442-445, December 2002 (article)

**Learning with Kernels: Support Vector Machines, Regularization, Optimization, and Beyond**
pages: 644, Adaptive Computation and Machine Learning, MIT Press, Cambridge, MA, USA, December 2002, Parts of this book, including an introduction to kernel methods, can be downloaded here. (book)

**A New Discriminative Kernel from Probabilistic Models**
*Neural Computation*, 14(10):2397-2414, October 2002 (article)

**Functional Genomics of Osteoarthritis**
*Pharmacogenomics*, 3(5):635-650, September 2002 (article)

**Constructing Boosting algorithms from SVMs: an application to one-class classification.**
*IEEE Transactions on Pattern Analysis and Machine Intelligence*, 24(9):1184-1199, September 2002 (article)

**Co-Clustering of Biological Networks and Gene Expression Data**
*Bioinformatics*, (Suppl 1):145S-154S, 18, July 2002 (article)

**Confidence measures for protein fold recognition**
*Bioinformatics*, 18(6):802-812, June 2002 (article)

**The contributions of color to recognition memory for natural scenes**
*Journal of Experimental Psychology: Learning, Memory and Cognition*, 28(3):509-520, May 2002 (article)

**Training invariant support vector machines**
*Machine Learning*, 46(1-3):161-190, January 2002 (article)

**Model Selection for Small Sample Regression**
*Machine Learning*, 48(1-3):9-23, 2002 (article)

**Contrast discrimination with sinusoidal gratings of different spatial frequency**
*Journal of the Optical Society of America A*, 19(7), pages: 1267-1273, 2002 (article)

**A Bennett Concentration Inequality and Its Application to Suprema of Empirical Processes**
*C. R. Acad. Sci. Paris, Ser. I*, 334, pages: 495-500, 2002 (article)

**Numerical evolution of axisymmetric, isolated
systems in general relativity**
*Physical Review D*, 66, pages: 124004-124004, 2002 (article)

**Marginalized kernels for biological sequences**
*Bioinformatics*, 18(Suppl 1):268-275, 2002 (article)

**Support Vector Machines and Kernel Methods: The New Generation of Learning Machines**
*AI Magazine*, 23(3):31-41, 2002 (article)

**Stability and Generalization**
*Journal of Machine Learning Research*, 2, pages: 499-526, 2002 (article)

**Subspace information criterion for non-quadratic regularizers – model selection for sparse regressors**
*IEEE Trans Neural Networks*, 13(1):70-80, 2002 (article)

**Modeling splicing sites with pairwise correlations**
*Bioinformatics*, 18(Suppl 2):27-34, 2002 (article)

**Perfusion Quantification using Gaussian Process Deconvolution**
*Magnetic Resonance in Medicine*, (48):351-361, 2002 (article)

**Tracking a Small Set of Experts by Mixing Past Posteriors**
*Journal of Machine Learning Research*, 3, pages: 363-396, (Editors: Long, P.), 2002 (article)

**A femoral arteriovenous shunt facilitates arterial whole blood sampling in animals**
*Eur J Nucl Med Mol Imaging*, 29, pages: 319-323, 2002 (article)