864 results
(View BibTeX file of all listed publications)

**Learning Skills with Motor Primitives**
In *Proceedings of the 16th Yale Workshop on Adaptive and Learning Systems*, 2013 (inproceedings)

**Scalable Influence Estimation in Continuous-Time Diffusion Networks**
In *Advances in Neural Information Processing Systems 26*, pages: 3147-3155, (Editors: C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger), 27th Annual Conference on Neural Information Processing Systems (NIPS), 2013 (inproceedings)

**Rapid Distance-Based Outlier Detection via Sampling**
In *Advances in Neural Information Processing Systems 26*, pages: 467-475, (Editors: C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger), 27th Annual Conference on Neural Information Processing Systems (NIPS), 2013 (inproceedings)

**Probabilistic Movement Primitives**
In *Advances in Neural Information Processing Systems 26*, pages: 2616-2624, (Editors: C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger), 27th Annual Conference on Neural Information Processing Systems (NIPS), 2013 (inproceedings)

**Causal Inference on Time Series using Restricted Structural Equation Models**
In *Advances in Neural Information Processing Systems 26*, pages: 154-162, (Editors: C.J.C. Burges, L. Bottou, M. Welling, Z. Ghahramani, and K.Q. Weinberger), 27th Annual Conference on Neural Information Processing Systems (NIPS), 2013 (inproceedings)

**Regression-tree Tuning in a Streaming Setting**
In *Advances in Neural Information Processing Systems 26*, pages: 1788-1796, (Editors: C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger), 27th Annual Conference on Neural Information Processing Systems (NIPS), 2013 (inproceedings)

**Density estimation from unweighted k-nearest neighbor graphs: a roadmap**
In *Advances in Neural Information Processing Systems 26*, pages: 225-233, (Editors: C.J.C. Burges and L. Bottou and M. Welling and Z. Ghahramani and K.Q. Weinberger), 27th Annual Conference on Neural Information Processing Systems (NIPS), 2013 (inproceedings)

**Open-Box Spectral Clustering: Applications to Medical Image Analysis**
*IEEE Transactions on Visualization and Computer Graphics*, 19(12):2100-2108, 2013 (article)

**Comparative Classifier Evaluation for Web-Scale Taxonomies Using Power Law**
In *The Semantic Web: ESWC 2013 Satellite Events, Lecture Notes in Computer Science, Vol. 7955 *, pages: 310-311, (Editors: P Cimiano and M Fernández and V Lopez and S Schlobach and J Völker), Springer, ESWC, 2013 (inproceedings)

**PAC-Bayes-Empirical-Bernstein Inequality**
In *Advances in Neural Information Processing Systems 26*, pages: 109-117, (Editors: C.J.C. Burges, L. Bottou, M. Welling, Z. Ghahramani, and K.Q. Weinberger), 27th Annual Conference on Neural Information Processing Systems (NIPS), 2013 (inproceedings)

**im3shape: a maximum likelihood galaxy shear measurement code for cosmic gravitational lensing**
*Monthly Notices of the Royal Astronomical Society*, 434(2):1604-1618, Oxford University Press, 2013 (article)

**Linear mixed models for genome-wide association studies**
University of Tübingen, Germany, 2013 (phdthesis)

**PLAL: Cluster-based active learning**
In *Proceedings of the 26th Annual Conference on Learning Theory*, 30, pages: 376-397, (Editors: Shalev-Shwartz, S. and Steinwart, I.), JMLR, COLT, 2013 (inproceedings)

**Maximizing Kepler science return per telemetered pixel: Detailed models of the focal plane in the two-wheel era**
*arXiv:1309.0653*, 2013 (techreport)

**Accurate detection of differential RNA processing**
*Nucleic Acids Research*, 41(10):5189-5198, 2013 (article)

**Significance of variable height-bandwidth group delay filters in the spectral reconstruction of speech**
*INTERSPEECH 2013, 14th Annual Conference of the International Speech Communication Association*, pages: 1682-1686, 2013 (conference)

**Monochromatic Bi-Clustering**
In *Proceedings of the 30th International Conference on Machine Learning*, 28, pages: 145-153, (Editors: Dasgupta, S. and McAllester, D.), JMLR, ICML, 2013 (inproceedings)

**Maximizing Kepler science return per telemetered pixel: Searching the habitable zones of the brightest stars**
*arXiv:1309.0654*, 2013 (techreport)

**Detecting regulatory gene–environment interactions with unmeasured environmental factors**
*Bioinformatics*, 29(11):1382-1389, 2013 (article)

**Automatic Malaria Diagnosis system**
In *First RSI/ISM International Conference on Robotics and Mechatronics (ICRoM)*, pages: 205-211, 2013 (inproceedings)

**Generative Multiple-Instance Learning Models For Quantitative Electromyography**
In *Proceedings of the 29th Conference on Uncertainty in Artificial Intelligence*, AUAI Press, UAI, 2013 (inproceedings)

**On the Relations and Differences between Popper Dimension, Exclusion Dimension and VC-Dimension**
In *Empirical Inference - Festschrift in Honor of Vladimir N. Vapnik*, pages: 53-57, 6, (Editors: Schölkopf, B., Luo, Z. and Vovk, V.), Springer, 2013 (inbook)

**Modeling and Learning Complex Motor Tasks: A case study on Robot Table Tennis**
Technical University Darmstadt, Germany, 2013 (phdthesis)

**Fragmentation of Slow Wave Sleep after Onset of Complete Locked-In State**
*Journal of Clinical Sleep Medicine*, 9(9):951-953, 2013 (article)

**Empirical Inference - Festschrift in Honor of Vladimir N. Vapnik**
Springer, 2013 (book)

**Intention Inference and Decision Making with Hierarchical Gaussian Process Dynamics Models**
Technical University Darmstadt, Germany, 2013 (phdthesis)

Braun, D
**Structural learning**
*Scholarpedia*, 8(10):12312, October 2013 (article)

**The effect of model uncertainty on cooperation in sensorimotor interactions**
*Journal of the Royal Society Interface*, 10(87):1-11, October 2013 (article)

**Thermodynamics as a theory of decision-making with information-processing costs**
*Proceedings of the Royal Society of London A*, 469(2153):1-18, May 2013 (article)

**Abstraction in Decision-Makers with Limited Information Processing Capabilities**
pages: 1-9, NIPS Workshop Planning with Information Constraints for Control, Reinforcement Learning, Computational Neuroscience, Robotics and Games, December 2013 (conference)

**Bounded Rational Decision-Making in Changing Environments**
pages: 1-9, NIPS Workshop Planning with Information Constraints for Control, Reinforcement Learning, Computational Neuroscience, Robotics and Games, December 2013 (conference)

**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)

**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)

**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)

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

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

**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)

**Spatiotemporal mapping of rhythmic activity in the inferior convexity of the macaque prefrontal cortex**
41(239.15), 41st Annual Meeting of the Society for Neuroscience (Neuroscience), November 2011 (poster)

**Reward-Weighted Regression with Sample Reuse for Direct Policy Search in Reinforcement Learning**
*Neural Computation*, 23(11):2798-2832, November 2011 (article)

**Model Learning in Robotics: a Survey**
*Cognitive Processing*, 12(4):319-340, November 2011 (article)

**Fast removal of non-uniform camera shake**
In pages: 463-470 , (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)

**Stability Condition for Teleoperation System with Packet Loss**
In pages: 760-761, 2011 KSME Annual Fall Conference, November 2011 (inproceedings)

**Cooperative Cuts: a new use of submodularity in image segmentation**
Second I.S.T. Austria Symposium on Computer Vision and Machine Learning, October 2011 (talk)