534 results
(View BibTeX file of all listed publications)

**Neural correlates of workload and puzzlement during loss of control**
In *Meeting of the EARLI SIG 22 Neuroscience and Education*, 2012 (inproceedings)

**Hypothesis testing using pairwise distances and associated kernels**
In *Proceedings of the 29th International Conference on Machine Learning*, pages: 1111-1118, (Editors: J Langford and J Pineau), Omnipress, New York, NY, USA, ICML, 2012 (inproceedings)

**Efficient Training of Graph-Regularized Multitask SVMs**
In *Machine Learning and Knowledge Discovery in Databases - European Conference, ECML/PKDD 2012, LNCS Vol. 7523*, pages: 633-647, (Editors: PA Flach and T De Bie and N Cristianini), Springer, Berlin, Germany, ECML, 2012 (inproceedings)

**Semi-Supervised Domain Adaptation with Copulas**
Neural Information Processing Systems (NIPS), 2012 (poster)

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

**Evaluation of Whole-Body MR-Based Attenuation Correction in Bone and Soft Tissue Lesions**
Nuclear Science Symposium and Medical Imaging Conference (NSS-MIC), 2012 (poster)

**Hilbert Space Embeddings of POMDPs**
In Conference on Uncertainty in Artificial Intelligence (UAI), 2012 (inproceedings)

**Learning Throwing and Catching Skills**
In *IEEE/RSJ International Conference on Intelligent Robots and Systems *, pages: 5167-5168, IROS, 2012 (inproceedings)

**Maximally Informative Interaction Learning for Scene Exploration**
In *IEEE/RSJ International Conference on Intelligent Robots and Systems*, pages: 5152-5158, IROS, 2012 (inproceedings)

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

**Investigating the Neural Basis of Brain-Computer Interface (BCI)-based Stroke Rehabilitation**
In *International Conference on NeuroRehabilitation (ICNR) *, pages: 617-621, (Editors: JL Pons, D Torricelli, and M Pajaro), Springer, Berlin, Germany, ICNR, 2012 (inproceedings)

**A Nonparametric Conjugate Prior Distribution for the Maximizing Argument of a Noisy Function**
In *Advances in Neural Information Processing Systems 25*, pages: 3014-3022, (Editors: P Bartlett and FCN Pereira and CJC. Burges and L Bottou and KQ Weinberger), Curran Associates Inc., 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

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

**Algorithms for Learning Markov Field Policies**
In *Advances in Neural Information Processing Systems 25*, pages: 2186-2194, (Editors: P Bartlett and FCN Pereira and CJC. Burges and L Bottou and KQ Weinberger), Curran Associates Inc., 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

**Semi-Supervised Domain Adaptation with Copulas**
In *Advances in Neural Information Processing Systems 25*, pages: 674-682, (Editors: P Bartlett, FCN Pereira, CJC. Burges, L Bottou, and KQ Weinberger), Curran Associates Inc., 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

**Gradient Weights help Nonparametric Regressors**
In *Advances in Neural Information Processing Systems 25*, pages: 2870-2878, (Editors: P Bartlett and FCN Pereira and CJC. Burges and L Bottou and KQ Weinberger), 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

**A Blind Deconvolution Approach for Pseudo CT Prediction from MR Image Pairs**
In *19th IEEE International Conference on Image Processing (ICIP) *, pages: 2953 -2956, IEEE, ICIP, 2012 (inproceedings)

**Combinatorial Problems with Submodular Coupling in Machine Learning and Computer Vision**
ETH Zürich, Switzerland, 2012 (phdthesis)

**Mining correlated loci at a genome-wide scale**
Eberhard Karls Universität Tübingen, Germany, 2012 (mastersthesis)

**A mixed model approach for joint genetic analysis of alternatively spliced transcript isoforms using RNA-Seq data**
In 2012 (inproceedings) Submitted

**The PET Performance Measurements of A Next Generation Dedicated Small Animal PET/MR Scanner**
World Molecular Imaging Congress (WMIC), 2012 (poster)

**Evaluation of marginal likelihoods via the density of states**
In *Proceedings of the Fifteenth International Conference on Artificial Intelligence and Statistics (AISTATS 2012)
*, 22, pages: 486-494, (Editors: N Lawrence and M Girolami), JMLR: W&CP 22, AISTATS, 2012 (inproceedings)

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

**Distributed multisensory signals acquisition and analysis in dyadic interactions**
In *Proceedings of the 2012 ACM Annual Conference on Human Factors in Computing Systems Extended Abstracts*, pages: 2261-2266, (Editors: JA Konstan and EH Chi and K Höök), ACM, New York, NY, USA, CHI, 2012 (inproceedings)

**Measuring Cognitive Load by means of EEG-data - how detailed is the picture we can get?**
In *Meeting of the EARLI SIG 22 Neuroscience and Education*, 2012 (inproceedings)

**Optimal kernel choice for large-scale two-sample tests**
In *Advances in Neural Information Processing Systems 25*, pages: 1214-1222, (Editors: P Bartlett and FCN Pereira and CJC. Burges and L Bottou and KQ Weinberger), Curran Associates Inc., 26th Annual Conference on Neural Information Processing Systems (NIPS), 2012 (inproceedings)

**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)

**Automatische Seitenkettenzuordnung zur NMR Proteinstrukturaufklärung mittels ganzzahliger linearer Programmierung**
University of Tübingen, Germany, 2012 (diplomathesis)

**On the Hardness of Domain Adaptation and the Utility of Unlabeled Target Samples**
In *Algorithmic Learning Theory - 23rd International Conference*, 7568, pages: 139-153, Lecture Notes in Computer Science, (Editors: Bshouty, NH. and Stoltz, G and Vayatis, N and Zeugmann, T), Springer Berlin Heidelberg, ALT, 2012 (inproceedings)

**Domain Adaptation–Can Quantity compensate for Quality?**
In *International Symposium on Artificial Intelligence and Mathematics*, ISAIM, 2012 (inproceedings)

**Nonparametric System Identification and Control for Periodic Error Correction in Telescopes**
University of Stuttgart, 2012 (diplomathesis)

**Learning from Weak Teachers**
In *Proceedings of the 15th International Conference on Artificial Intelligence and Statistics*, 22, pages: 1252-1260, (Editors: Lawrence, N. and Girolami, M.), JMLR, AISTATS, 2012 (inproceedings)

**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)

**Adaptive Coding of Actions and Observations**
pages: 1-4, NIPS Workshop on Information in Perception and Action, December 2012 (conference)

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

**Free Energy and the Generalized Optimality Equations for Sequential Decision Making**
pages: 1-10, 10th European Workshop on Reinforcement Learning (EWRL), July 2012 (conference)

**Statistical estimation for optimization problems on graphs**
In pages: 1-6, NIPS Workshop on Discrete Optimization in Machine Learning (DISCML): Uncertainty, Generalization and Feedback , December 2011 (inproceedings)

**Projected Newton-type methods in machine learning**
In *Optimization for Machine Learning*, pages: 305-330, (Editors: Sra, S., Nowozin, S. and Wright, S. J.), MIT Press, Cambridge, MA, USA, December 2011 (inbook)

**On the discardability of data in Support Vector Classification problems**
In pages: 3210-3215, IEEE, Piscataway, NJ, USA, 50th IEEE Conference on Decision and Control and European Control Conference (CDC - ECC), December 2011 (inproceedings)

**Combined whole-body PET/MR imaging: MR contrast agents do not affect the quantitative accuracy of PET following attenuation correction**
(SST15-05 ), 97th Scientific Assemble and Annual Meeting of the Radiological Society of North America (RSNA), December 2011 (talk)

**Causal Inference on Discrete Data using Additive Noise Models**
*IEEE Transactions on Pattern Analysis and Machine Intelligence*, 33(12):2436-2450, December 2011 (article)

**Spontaneous epigenetic variation in the Arabidopsis thaliana methylome**
*Nature*, 480(7376):245-249, December 2011 (article)

**Information, learning and falsification**
In pages: 1-4, NIPS Philosophy and Machine Learning Workshop, December 2011 (inproceedings)

**Optimization for Machine Learning**
pages: 494, Neural information processing series, MIT Press, Cambridge, MA, USA, December 2011 (book)

**A general linear non-Gaussian state-space model: Identifiability, identification, and applications**
In *JMLR Workshop and Conference Proceedings Volume 20*, pages: 113-128, (Editors: Hsu, C.-N. , W.S. Lee ), MIT Press, Cambridge, MA, USA, 3rd Asian Conference on Machine Learning (ACML), November 2011 (inproceedings)

**Non-stationary correction of optical aberrations**
In pages: 659-666 , (Editors: DN Metaxas and L Quan and A Sanfeliu and LJ Van Gool), IEEE, Piscataway, NJ, USA, 13th IEEE International Conference on Computer Vision (ICCV), November 2011 (inproceedings)

**Learning low-rank output kernels**
In *JMLR Workshop and Conference Proceedings Volume 20*, pages: 181-196, (Editors: Hsu, C.-N. , W.S. Lee), JMLR, Cambridge, MA, USA, 3rd Asian Conference on Machine Learning (ACML) , November 2011 (inproceedings)

**HHfrag: HMM-based fragment detection using HHpred**
*Bioinformatics*, 27(22):3110-3116, November 2011 (article)