537 results
(View BibTeX file of all listed publications)

**Identification of causal relations in neuroimaging data with latent confounders: An instrumental variable approach**
*NeuroImage*, 125, pages: 825-833, 2016 (article)

**Advances in computational imaging: Benchmarking Deblurring Algorithms, Deep Neural Inpainting, Depth Estimation from Light Fields**
Eberhard Karls Universität Tübingen, Germany, 2016 (phdthesis)

**A cognitive brain–computer interface for patients with amyotrophic lateral sclerosis**
In *Brain-Computer Interfaces: Lab Experiments to Real-World Applications*, 228(Supplement C):221-239, 8, Progress in Brain Research, (Editors: Damien Coyle), Elsevier, 2016 (incollection)

**Hierarchical Relative Entropy Policy Search**
*Journal of Machine Learning Research*, 17(93):1-50, 2016 (article)

**Tractable Structured Prediction using the Permutohedral Lattice**
ETH Zurich, 2016 (phdthesis)

**Kernel Mean Shrinkage Estimators**
*Journal of Machine Learning Research*, 17(48):1-41, 2016 (article)

**Learning to Deblur**
*IEEE Transactions on Pattern Analysis and Machine Intelligence*, 38(7):1439-1451, IEEE, 2016 (article)

**Transfer Learning in Brain-Computer Interfaces**
*IEEE Computational Intelligence Magazine*, 11(1):20-31, 2016 (article)

**MERLiN: Mixture Effect Recovery in Linear Networks**
*IEEE Journal of Selected Topics in Signal Processing*, 10(7):1254-1266, 2016 (article)

**Causal inference using invariant prediction: identification and confidence intervals**
*Journal of the Royal Statistical Society, Series B (Statistical Methodology)*, 78(5):947-1012, 2016, (with discussion) (article)

**Causal discovery and inference: concepts and recent methodological advances**
*Applied Informatics*, 3(3):1-28, 2016 (article)

**Self-regulation of brain rhythms in the precuneus: a novel BCI paradigm for patients with ALS**
*Journal of Neural Engineering*, 13(6):066021, 2016 (article)

**Multiparametric Imaging of Ischemic Stroke using [89Zr]-Desferal-EPO-PET/MRI in combination with Gaussian Mixture Modeling enables unsupervised lesions identification**
European Molecular Imaging Meeting, 2016 (poster)

**Influence Estimation and Maximization in Continuous-Time Diffusion Networks**
*ACM Transactions on Information Systems*, 34(2):9:1-9:33, 2016 (article)

**Modeling Variability of Musculoskeletal Systems with Heteroscedastic Gaussian Processes**
*Workshop on Neurorobotics*, Neural Information Processing Systems (NIPS), 2016 (conference)

**Zwischen Harmonie und Chaos - ein verallgemeinertes Modell des Doppelpendels**
*Junge Wissenschaft*, (109), 2016 (article)

**The population of long-period transiting exoplanets**
*The Astronomical Journal*, 152(6):206, 2016 (article)

**Statistical source separation of rhythmic LFP patterns during sharp wave ripples in the macaque hippocampus**
47th Annual Meeting of the Society for Neuroscience (Neuroscience), 2016 (poster)

**Screening Rules for Convex Problems**
2016 (unpublished) Submitted

**An overview of quantitative approaches in Gestalt perception**
*Vision Research*, 126, pages: 3-8, 2016 (article)

**Causal and statistical learning**
*Oberwolfach Reports*, 13(3):1896-1899, (Editors: A. Christmann and K. Jetter and S. Smale and D.-X. Zhou), 2016 (conference)

**Bootstrat: Population Informed Bootstrapping for Rare Variant Tests**
*bioRxiv*, 2016, preprint (article)

**Probabilistic Movement Models Show that Postural Control Precedes and Predicts Volitional Motor Control**
*Nature PG: Scientific Reports*, 6(Article number: 28455), 2016 (article)

**Distinguishing cause from effect using observational data: methods and benchmarks**
*Journal of Machine Learning Research*, 17(32):1-102, 2016 (article)

**Learning Taxonomy Adaptation in Large-scale Classification**
*Journal of Machine Learning Research*, 17(98):1-37, 2016 (article)

**Algorithmic independence of initial condition and dynamical law in thermodynamics and causal inference**
*New Journal of Phyiscs*, 18(9):093052, 2016 (article)

**Multi-view learning on multiparametric PET/MRI quantifies intratumoral heterogeneity and determines therapy efficacy**
World Molecular Imaging Conference, 2016 (talk)

**Hippocampal neural events predict ongoing brain-wide BOLD activity**
47th Annual Meeting of the Society for Neuroscience (Neuroscience), 2016 (poster)

**BOiS—Berlin Object in Scene Database: Controlled Photographic Images for Visual Search Experiments with Quantified Contextual Priors**
*Frontiers in Psychology*, 2016 (article)

**Preface to the ACM TIST Special Issue on Causal Discovery and Inference**
*ACM Transactions on Intelligent Systems and Technologies*, 7(2):article no. 17, 2016 (article)

**Recurrent Spiking Networks Solve Planning Tasks**
*Nature PG: Scientific Reports*, 6(Article number: 21142), 2016 (article)

**Bio-inspired feedback-circuit implementation of discrete, free energy optimizing, winner-take-all computations**
*Biological Cybernetics*, 110(2):135–150, June 2016 (article)

**Decision-Making under Ambiguity Is Modulated by Visual Framing, but Not by Motor vs. Non-Motor Context: Experiments and an Information-Theoretic Ambiguity Model**
*PLoS ONE*, 11(4):1-21, April 2016 (article)

**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)

**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)

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

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