454 results
(View BibTeX file of all listed publications)

**Sequential Image Deconvolution Using Probabilistic Linear Algebra**
Technical University of Munich, Germany, 2015 (mastersthesis)

**Telling cause from effect in deterministic linear dynamical systems**
In *Proceedings of the 32nd International Conference on Machine Learning*, 37, pages: 285–294, JMLR Workshop and Conference Proceedings, (Editors: F. Bach and D. Blei), JMLR, ICML, 2015 (inproceedings)

**A Cognitive Brain-Computer Interface for Patients with Amyotrophic Lateral Sclerosis**
In *Proceedings of the 2015 IEEE International Conference on Systems, Man, and Cybernetics*, pages: 3187-3191, SMC, 2015 (inproceedings)

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

**Efficient Learning of Linear Separators under Bounded Noise**
In *Proceedings of the 28th Conference on Learning Theory*, 40, pages: 167-190, (Editors: Grünwald, P. and Hazan, E. and Kale, S.), JMLR, COLT, 2015 (inproceedings)

**Learning multiple collaborative tasks with a mixture of Interaction Primitives**
In *IEEE International Conference on Robotics and Automation*, pages: 1535-1542, ICRA, 2015 (inproceedings)

**Disparity estimation from a generative light field model**
*IEEE International Conference on Computer Vision (ICCV 2015), Workshop on Inverse Rendering*, 2015, Note: This work has been presented as a poster and is not included in the workshop proceedings. (poster)

**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)

**Causal Inference in Neuroimaging**
Graduate Training Centre of Neuroscience, University of Tübingen, Germany, 2015 (mastersthesis)

**The effect of frowning on attention**
Graduate Training Centre of Neuroscience, University of Tübingen, Germany, 2015 (mastersthesis)

**Justifying Information-Geometric Causal Inference**
In *Measures of Complexity: Festschrift for Alexey Chervonenkis*, pages: 253-265, 18, (Editors: Vovk, V., Papadopoulos, H. and Gammerman, A.), Springer, 2015 (inbook)

**The search for single exoplanet transits in the Kepler light curves**
*IAU General Assembly*, 22, pages: 2258352, 2015 (talk)

**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)

**Developing neural networks with neurons competing for survival**
pages: 152-153, IEEE, Piscataway, NJ, USA, 5th Joint IEEE International Conference on Development and Learning and on Epigenetic Robotics (IEEE ICDL-EPIROB), August 2015 (conference)

**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)

**Modeling the polygenic architecture of complex traits**
Eberhard Karls Universität Tübingen, November 2014 (phdthesis)

**Human Pose Estimation with Fields of Parts**
In *Computer Vision – ECCV 2014*, LNCS 8693, pages: 331-346, Lecture Notes in Computer Science, (Editors: Fleet, David and Pajdla, Tomas and Schiele, Bernt and Tuytelaars, Tinne), Springer, 13th European Conference on Computer Vision, September 2014 (inproceedings)

**Probabilistic Progress Bars**
In *Conference on Pattern Recognition (GCPR)*, 8753, pages: 331-341, Lecture Notes in Computer Science, (Editors: Jiang, X., Hornegger, J., and Koch, R.), Springer, GCPR, September 2014 (inproceedings)

**Seeing the Arrow of Time**
*Computer Vision and Pattern Recognition (CVPR), 2014 IEEE Conference on*, pages: 2043-2050, IEEE, CVPR, June 2014 (conference)

**Probabilistic Solutions to Differential Equations and their Application to Riemannian Statistics**
In *Proceedings of the 17th International Conference on Artificial Intelligence and Statistics*, 33, pages: 347-355, JMLR: Workshop and Conference Proceedings, (Editors: S Kaski and J Corander), Microtome Publishing, Brookline, MA, AISTATS, April 2014 (inproceedings)

**Method and device for blind correction of optical aberrations in a digital image**
International Patent Application, No. PCT/EP2012/068868, April 2014 (patent)

**A Visual Analytics Approach to Study Anatomic Covariation**
In *Proceedings of IEEE Pacific Visualization 2014*, pages: 161-168, March 2014 (inproceedings)

**Juggling revisited — A voxel based morphometry study with expert jugglers**
*NeuroImage*, 95, pages: 320-325, 2014 (article)

**Assessing attention and cognitive function in completely locked-in state with event-related brain potentials and epidural electrocorticography**
*Journal of Neural Engineering*, 11(2):026006, 2014 (article)

**Identifiability of Gaussian Structural Equation Models with Equal Error Variances**
*Biometrika*, 101(1):219-228, 2014 (article)

**Dynamical source analysis of hippocampal sharp-wave ripple episodes**
Bernstein Conference, 2014 (poster)

**Quantifying the effect of intertrial dependence on perceptual decisions**
*Journal of Vision*, 14(7):1-16, 2014 (article)

**Two numerical models designed to reproduce Saturn ring temperatures as measured by Cassini-CIRS**
*Icarus*, 238(0):205 - 220, 2014 (article)

**Learning Motor Skills: From Algorithms to Robot Experiments**
97, pages: 191, Springer Tracts in Advanced Robotics, Springer, 2014 (book)

**Multi-Task Feature Selection on Multiple Networks via Maximum Flows**
In *Proceedings of the 2014 SIAM International Conference on Data Mining *, pages: 199-207, SIAM, 2014 (inproceedings)

**Quantifying Information Overload in Social Media and its Impact on Social Contagions**
In *Proceedings of the Eighth International Conference on Weblogs and Social Media*, pages: 170-179, (Editors: E. Adar, P. Resnick, M. De Choudhury, B. Hogan, and A. Oh), AAAI Press, ICWSM, 2014 (inproceedings)

**Estimating Diffusion Network Structures: Recovery Conditions, Sample Complexity & Soft-thresholding Algorithm**
In *Proceedings of the 31st International Conference on Machine Learning, W&CP 32 (1)*, pages: 793-801, (Editors: Eric P. Xing and Tony Jebara), JMLR, ICML, 2014 (inproceedings)

**Interaction Primitives for Human-Robot Cooperation Tasks**
In *Proceedings of 2014 IEEE International Conference on Robotics and Automation*, pages: 2831-2837, IEEE, ICRA, 2014 (inproceedings)

**Learning to Predict Phases of Manipulation Tasks as Hidden States**
In *Proceedings of 2014 IEEE International Conference on Robotics and Automation*, pages: 4009-4014, IEEE, ICRA, 2014 (inproceedings)

**Visualizing Uncertainty in HARDI Tractography Using Superquadric Streamtubes**
In *Eurographics Conference on Visualization, Short Papers*, (Editors: Elmqvist, N. and Hlawitschka, M. and Kennedy, J.), EuroVis, 2014 (inproceedings)

**A Permutation-Based Kernel Conditional Independence Test**
In *Proceedings of the 30th Conference on Uncertainty in Artificial Intelligence (UAI2014)*, pages: 132-141, (Editors: Nevin L. Zhang and Jin Tian), AUAI Press Corvallis, Oregon, UAI2014, 2014 (inproceedings)

**A unifying view of representer theorems**
In *Proceedings of the 31th International Conference on Machine Learning*, 32, pages: 748-756, (Editors: Xing, E. P. and Jebera, T.), ICML, 2014 (inproceedings)

**Riemannian Sparse Coding for Positive Definite Matrices **
In *13th European Conference on Computer Vision*, LNCS 8691, pages: 299-314, (Editors: Fleet, D., Pajdla, T., Schiele, B., and Tuytelaars, T.), Springer, ECCV, 2014 (inproceedings)

**Probabilistic ODE Solvers with Runge-Kutta Means**
In *Advances in Neural Information Processing Systems 27*, pages: 739-747, (Editors: Z. Ghahramani, M. Welling, C. Cortes, N.D. Lawrence and K.Q. Weinberger), Curran Associates, Inc., 28th Annual Conference on Neural Information Processing Systems (NIPS), 2014 (inproceedings)

**Mask-Specific Inpainting with Deep Neural Networks**
In *Pattern Recognition (GCPR 2014)*, pages: 523-534, (Editors: X Jiang, J Hornegger, and R Koch), Springer, 2014, Lecture Notes in Computer Science (inproceedings)

**CAM: Causal Additive Models, high-dimensional order search and penalized regression**
*Annals of Statistics*, 42(6):2526-2556, 2014 (article)

**Unsupervised identification of neural events in local field potentials**
44th Annual Meeting of the Society for Neuroscience (Neuroscience), 2014 (talk)

**A Novel Causal Inference Method for Time Series**
Eberhard Karls Universität Tübingen, Germany, Eberhard Karls Universität Tübingen, Germany, 2014 (mastersthesis)

**Policy Evaluation with Temporal Differences: A Survey and Comparison**
*Journal of Machine Learning Research*, 15, pages: 809-883, 2014 (article)

**Uncovering the Structure and Temporal Dynamics of Information Propagation**
*Network Science*, 2(1):26-65, 2014 (article)