135 results
(View BibTeX file of all listed publications)

**Jensen-Bregman LogDet Divergence with Application to Efficient Similarity Search for Covariance Matrices**
*IEEE Transactions on Pattern Analysis and Machine Intelligence*, 35(9):2161-2174, December 2012 (article)

**Hippocampal-Cortical Interaction during Periods of Subcortical Silence**
*Nature*, 491, pages: 547-553, November 2012 (article)

**Thermodynamic limits of dynamic cooling**
*Physical Review E*, 84(4):16, October 2012 (article)

**GLIDE: GPU-Based Linear Regression for Detection of Epistasis**
*Human Heredity*, 73(4):220-236, September 2012 (article)

**Fast projection onto mixed-norm balls with applications**
*Minining and Knowledge Discovery (DMKD)*, 25(2):358-377, September 2012 (article)

**Bayesian estimation of free energies from equilibrium simulations**
*Physical Review Letters*, 109(10):5, September 2012 (article)

**PAC-Bayesian Inequalities for Martingales **
*IEEE Transactions on Information Theory*, 58(12):7086-7093, June 2012 (article)

**Entropy Search for Information-Efficient Global Optimization**
*Journal of Machine Learning Research*, 13, pages: 1809-1837, -, June 2012 (article)

**A Neuromorphic Architecture for Object Recognition and Motion Anticipation Using Burst-STDP**
*PLoS ONE*, 7(5):17, May 2012 (article)

**Online Kernel-based Learning for Task-Space Tracking Robot Control**
*IEEE Transactions on Neural Networks and Learning Systems*, 23(9):1417-1425, May 2012 (article)

**Blind Retrospective Motion Correction of MR Images**
20th Annual Scientific Meeting ISMRM, May 2012 (poster)

**Information-geometric approach to inferring causal directions**
*Artificial Intelligence*, 182-183, pages: 1-31, May 2012 (article)

**Sparse regularized regression identifies behaviorally-relevant stimulus features from psychophysical data**
*Journal of the Acoustical Society of America*, 131(5):3953-3969, May 2012 (article)

**glm-ie: The Generalised Linear Models Inference and Estimation Toolbox**
*Journal of Machine Learning Research*, 13, pages: 1699-1703, May 2012 (article)

**Feature Selection via Dependence Maximization**
*Journal of Machine Learning Research*, 13, pages: 1393-1434, May 2012 (article)

**High gamma-power predicts performance in sensorimotor-rhythm brain-computer interfaces**
*Journal of Neural Engineering*, 9(4):046001, May 2012 (article)

**ShapePheno: Unsupervised extraction of shape phenotypes from biological image collections**
*Bioinformatics*, 28(7):1001-1008, April 2012 (article)

**A New Perceptual Bias Reveals Suboptimal Population Decoding of Sensory Responses**
*PLoS Computational Biology*, 8(4):1-13, April 2012 (article)

**Patterns of cis regulatory variation in diverse human populations**
*PLoS genetics*, 8(4):e1002639, April 2012 (article)

**A Kernel Two-Sample Test **
*Journal of Machine Learning Research*, 13, pages: 723-773, March 2012 (article)

**Technical performance evaluation of a human brain PET/MRI system**
*European Radiology*, 22(8):1776-1788, March 2012 (article)

**Real-time detection of colored objects in multiple camera streams with off-the-shelf hardware components **
*Journal of Real-Time Image Processing*, 7(1):31-41, March 2012 (article)

**A short note on parameter approximation for von Mises-Fisher distributions: and a fast implementation of Is(x) **
*Computational Statistics*, 27(1):177-190, March 2012 (article)

**An online brain–computer interface based on shifting attention to concurrent streams of auditory stimuli **
*Journal of Neural Engineering*, 9(2):026011, February 2012 (article)

**A non-monotonic method for large-scale non-negative least squares**
*Optimization Methods and Software*, 28(5):1012-1039, Febuary 2012 (article)

**Inferring Networks of Diffusion and Influence**
*ACM Transactions on Knowledge Discovery from Data*, 5(4:21), February 2012 (article)

**Using probabilistic estimation of expression residuals (PEER) to obtain increased power and interpretability of gene expression analyses**
*Nature Protocols*, 7(3):500–507, February 2012 (article)

**Context-aware brain-computer interfaces: exploring the information space of user, technical system and environment**
*Journal of Neural Engineering*, 9(1):016003, 10, February 2012 (article)

**Expectation-Maximization methods for solving (PO)MDPs and optimal control problems**
In *Inference and Learning in Dynamic Models*, (Editors: Barber, D., Cemgil, A.T. and Chiappa, S.), Cambridge University Press, Cambridge, UK, January 2012 (inbook) In press

**How the initialization affects the stability of the k-means algorithm
**
*ESAIM: Probability and Statistics*, 16, pages: 436-452, January 2012 (article)

**Joint Modelling of Confounding Factors and Prominent Genetic Regulators Provides Increased Accuracy in Genetical Genomics Studies**
*PLoS Computational Biology*, 8(1):1-9, January 2012 (article)

**Bayesian flexible fitting of biomolecular structures into EM maps**
*Biophysical journal*, 2012 (article) Submitted

**Identifying endogenous rhythmic spatio-temporal patterns in micro-electrode array recordings**
9th annual Computational and Systems Neuroscience meeting (Cosyne), 2012 (poster)

**Reconstruction using Gaussian mixture models**
2012 Gordon Research Conference on Three-Dimensional Electron Microscopy (3DEM), 2012 (poster)

**Measurement and Calibration of Noise Bias in Weak Lensing Galaxy Shape Estimation
**
*Monthly Notices of the Royal Astronomical Society (MNRAS)*, 2012 (article)

**LMM-Lasso: A Lasso Multi-Marker Mixed Model for Association Mapping with Population Structure Correction**
*Bioinformatics*, 29(2):206-214, 2012 (article)

**Inferential structure determination from NMR data**
In *Bayesian methods in structural bioinformatics*, pages: 287-312, (Editors: Hamelryck, T., Mardia, K. V. and Ferkinghoff-Borg, J.), Springer, New York, 2012 (inbook)

**Image denoising with multi-layer perceptrons, part 2: training trade-offs and analysis of their mechanisms**
2012 (article) Submitted

**Learning from Distributions via Support Measure Machines**
26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (poster)

**Existential neuroscience: a functional magnetic resonance imaging investigation of neural responses to reminders of one’s mortality**
*Social Cognitive and Affective Neuroscience*, 7(2):193-198, 2012 (article)

**Active learning for domain adaptation in the supervised classification of remote sensing images**
*IEEE Transactions on Geoscience and Remote Sensing*, 50(11):4468-4483, 2012 (article)

**Robot Learning**
In *Encyclopedia of the sciences of learning*, (Editors: Seel, N.M.), Springer, Berlin, Germany, 2012 (inbook)

**Juggling Increases Interhemispheric Brain Connectivity: A Visual and Quantitative dMRI Study.
**
Vision, Modeling and Visualization (VMV), 2012 (poster)

**Reinforcement Learning in Robotics: A Survey**
In *Reinforcement Learning*, 12, pages: 579-610, (Editors: Wiering, M. and Otterlo, M.), Springer, Berlin, Germany, 2012 (inbook)

**The geometry and statistics of geometric trees**
T{\"u}bIt day of bioinformatics, June, 2012 (poster)

**Reinforcement learning to adjust parametrized motor primitives to new situations **
*Autonomous Robots*, 33(4):361-379, 2012 (article)

**On the Empirical Estimation of Integral Probability Metrics**
*Electronic Journal of Statistics*, 6, pages: 1550-1599, 2012 (article)

**Effect of MR contrast agents on quantitative accuracy of PET in combined whole-body PET/MR imaging**
*European Journal of Nuclear Medicine and Molecular Imaging*, 39(11):1756-1766, 2012 (article)

**Multitask Learning in Computational Biology**
*JMLR W\&CP. ICML 2011 Unsupervised and Transfer Learning Workshop*, 27, pages: 207-216, 2012 (article)