253 results
(View BibTeX file of all listed publications)

**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)

**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)

**Simultaneous small animal PET/MR reveals different brain networks during stimulation and rest**
World Molecular Imaging Congress (WMIC), 2012 (talk)

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

Muandet, K.
**Support Measure Machines for Quasar Target Selection**
Astro Imaging Workshop, 2012 (talk)

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

**PAC-Bayesian Analysis: A Link Between Inference and Statistical Physics
**
Workshop on Statistical Physics of Inference and Control Theory, 2012 (talk)

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

**PET Performance Measurements of a Next Generation Dedicated Small Animal PET/MR Scanner**
Nuclear Science Symposium and Medical Imaging Conference (NSS-MIC), 2012 (talk)

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

**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)

**PAC-Bayesian Analysis of Supervised, Unsupervised, and Reinforcement Learning
**
Tutorial at the 29th International Conference on Machine Learning (ICML), 2012 (talk)

**Influence of MR-based attenuation correction on lesions within bone and susceptibility artifact regions**
Molekulare Bildgebung (MoBi), 2012 (talk)

**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)

**Structured Apprenticeship Learning**
European Workshop on Reinforcement Learning (EWRL), 2012 (talk)

**PAC-Bayesian Analysis and Its Applications**
Tutorial at The European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD), 2012 (talk)

**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)

**Machine Learning and Interpretation in Neuroimaging - Revised Selected and Invited Contributions**
pages: 266, Springer, Heidelberg, Germany, International Workshop, MLINI, Held at NIPS, 2012, Lecture Notes in Computer Science, Vol. 7263 (proceedings)

**Solving Nonlinear Continuous State-Action-Observation POMDPs for Mechanical Systems with Gaussian Noise
**
European Workshop on Reinforcement Learning (EWRL), 2012 (talk)

**Kernel Bellman Equations in POMDPs**
Technical Committee on Infomation-Based Induction Sciences and Machine Learning (IBISML'12), 2012 (talk)

**MICCAI, Workshop on Computational Diffusion MRI, 2012 (electronic publication)
**
15th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI), Workshop on Computational Diffusion MRI , 2012 (proceedings)

**Arabidopsis defense against Botrytis cinerea: chronology and regulation deciphered by high-resolution temporal transcriptomic analysis**
*The Plant Cell Online*, 24(9):3530-3557, 2012, all authors: Oliver Windram,Priyadharshini Madhou,Stuart McHattie,Claire Hill,Richard Hickman,Emma Cooke,Dafyd J. Jenkins,Christopher A. Penfold,Laura Baxter,Emily Breeze,Steven J. Kiddle,Johanna Rhodes,Susanna Atwell,Daniel J. (article)

**Improved Linear Mixed Models for Genome-Wide Association Studies**
*Nature Methods*, 9, pages: 525–526, 2012 (article)

**Calibration of Boltzmann distribution priors in Bayesian data analysis**
*Physical Review E*, 86(6):066705, 2012 (article)

**CSB: A Python framework for computational structural biology**
*Bioinformatics*, 28(22):2996-2997, 2012 (article)

**Design of a Haptic Interface for a Gastrointestinal Endoscopy Simulation**
*Advanced Robotics*, 26(18):2115-2143, 2012 (article)

**Beta oscillations propagate as traveling waves in the macaque prefrontal cortex**
42nd Annual Meeting of the Society for Neuroscience (Neuroscience), 2012 (talk)

**Significant global reduction of carbon uptake by water-cycle driven extreme vegetation anomalies**
*Nature Geoscience*, 2012 (article) In revision

**Image denoising with multi-layer perceptrons, part 1: comparison with existing algorithms and with bounds**
2012 (article) Submitted

**Measurement and calibration of noise bias in weak lensing galaxy shape estimation**
*Monthly Notices of the Royal Astronomical Society*, 427(4):2711-2722, Oxford University Press, 2012 (article)

**Image analysis for cosmology: results from the GREAT10 Galaxy Challenge**
*Monthly Notices of the Royal Astronomical Society*, 423(4):3163-3208, Oxford University Press, 2012 (article)

**First SN Discoveries from the Dark Energy Survey**
*The Astronomer's Telegram*, 4668, pages: 1, 2012 (article)

**A sensorimotor paradigm for Bayesian model selection**
*Frontiers in Human Neuroscience*, 6(291):1-16, October 2012 (article)

**Risk-Sensitivity in Bayesian Sensorimotor Integration**
*PLoS Computational Biology*, 8(9):1-7, sep 2012 (article)

**Anabolic and Catabolic Gene Expression Pattern Analysis in Normal Versus Osteoarthritic Cartilage Using Complementary DNA-Array Technology**
*Arthritis and Rheumatism*, 44(12):2777-2789, December 2001 (article)

**Generalization performance of regularization networks and support vector machines via entropy numbers of compact operators**
*IEEE Transactions on Information Theory*, 47(6):2516-2532, September 2001 (article)

**Centralization: A new method for the normalization of gene expression data**
*Bioinformatics*, 17, pages: S323-S331, June 2001, Mathematical supplement available at http://citeseer.ist.psu.edu/574280.html (article)

**Regularized principal manifolds**
*Journal of Machine Learning Research*, 1, pages: 179-209, June 2001 (article)

**Failure Diagnosis of Discrete Event Systems**
*Journal of Control, Automation and Systems Engineering*, 7(5):375-383, May 2001, In Korean (article)

**Pattern Selection Using the Bias and Variance of Ensemble**
*Journal of the Korean Institute of Industrial Engineers*, 28(1):112-127, March 2001 (article)

**Structure and Functionality of a Designed p53 Dimer.**
*Journal of Molecular Biology*, 307(2):605-617, March 2001 (article)

**An Introduction to Kernel-Based Learning Algorithms**
*IEEE Transactions on Neural Networks*, 12(2):181-201, March 2001 (article)

**Estimating the support of a high-dimensional distribution.**
*Neural Computation*, 13(7):1443-1471, March 2001 (article)

**The psychometric function: II. Bootstrap-based confidence intervals and sampling**
*Perception and Psychophysics*, 63 (8), pages: 1314-1329, 2001 (article)

**The psychometric function: I. Fitting, sampling and goodness-of-fit**
*Perception and Psychophysics*, 63 (8), pages: 1293-1313, 2001 (article)

**The control structure of artificial creatures**
*Artificial Life and Robotics*, 5(3), 2001, invited article (article)