43 results
(View BibTeX file of all listed publications)

**Convolutional neural networks: A magic bullet for gravitational-wave detection?**
*Physical Review D*, 100(6):063015, American Physical Society, September 2019 (article)

**Data scarcity, robustness and extreme multi-label classification**
*Machine Learning*, 108(8):1329-1351, September 2019, Special Issue of the ECML PKDD 2019 Journal Track (article)

**SPINDLE: End-to-end learning from EEG/EMG to extrapolate animal sleep scoring across experimental settings, labs and species**
*PLOS Computational Biology*, 15(4):1-30, Public Library of Science, April 2019 (article)

**A 32-channel multi-coil setup optimized for human brain shimming at 9.4T**
*Magnetic Resonance in Medicine*, 2019, (Early View) (article)

**Multidimensional Contrast Limited Adaptive Histogram Equalization**
*IEEE Access*, 7, pages: 165437-165447, 2019 (article)

**TD-regularized actor-critic methods**
*Machine Learning*, 108(8):1467-1501, (Editors: Karsten Borgwardt, Po-Ling Loh, Evimaria Terzi, and Antti Ukkonen), 2019 (article)

**Probabilistic solutions to ordinary differential equations as nonlinear Bayesian filtering: a new perspective**
*Statistics and Computing*, 29(6):1297-1315, 2019 (article)

**Learning to Control Highly Accelerated Ballistic Movements on Muscular Robots**
2019 (article) Submitted

**Robustifying Independent Component Analysis by Adjusting for Group-Wise Stationary Noise**
*Journal of Machine Learning Research*, 20(147):1-50, 2019, *equal contribution (article)

**Enhancing Human Learning via Spaced Repetition Optimization**
*Proceedings of the National Academy of Sciences*, 116(10):3988-3993, National Academy of Sciences, 2019 (article)

**Entropic Regularization of Markov Decision Processes**
*Entropy*, 21(7):674, 2019 (article)

**Searchers adjust their eye-movement dynamics to target characteristics in natural scenes**
*Scientific Reports*, 9(1635), 2019 (article)

**Spatial statistics for gaze patterns in scene viewing: Effects of repeated viewing**
*Journal of Vision*, 19(6):19, 2019 (article)

**Quantum mean embedding of probability distributions**
*Physical Review Research*, 1(3):033159, American Physical Society, 2019 (article)

**Inferring causation from time series with perspectives in Earth system sciences**
*Nature Communications*, 10(2553), 2019 (article)

**Analysis of cause-effect inference by comparing regression errors**
*PeerJ Computer Science*, 5, pages: e169, 2019 (article)

**Learning Intention Aware Online Adaptation of Movement Primitives**
*IEEE Robotics and Automation Letters*, 4(4):3719-3726, 2019 (article)

**Spread-spectrum magnetic resonance imaging**
*Magnetic Resonance in Medicine*, 82(3):877-885, 2019 (article)

**How Cognitive Models of Human Body Experience Might Push Robotics**
*Frontiers in Neurorobotics*, 13(14), 2019 (article)

**Reliable Real-Time Ball Tracking for Robot Table Tennis**
*Robotics*, 8(4):90, 2019 (article)

**Dense connectomic reconstruction in layer 4 of the somatosensory cortex**
*Science*, 366(6469):eaay3134, American Association for the Advancement of Science, 2019 (article)

**Learning Trajectory Distributions for Assisted Teleoperation and Path Planning**
*Frontiers in Robotics and AI*, 6, pages: 89, 2019 (article)

**Brainglance: Visualizing Group Level MRI Data at One Glance**
*Frontiers in Neuroscience*, 13(972), 2019 (article)

**Optimizing the Execution of Dynamic Robot Movements With Learning Control**
*IEEE Transactions on Robotics*, pages: 1-16, 2019 (article)

**Learning to Serve: An Experimental Study for a New Learning From Demonstrations Framework**
*IEEE Robotics and Automation Letters*, 4(2):1784-1791, 2019 (article)

**Eigendecompositions of Transfer Operators in Reproducing Kernel Hilbert Spaces**
*Journal of Nonlinear Science*, 2019, First Online: 21 August 2019 (article)

**Workshops of the seventh international brain-computer interface meeting: not getting lost in translation**
*Brain-Computer Interfaces*, 6(3):71-101, Taylor & Francis, 2019 (article)

**Compatible natural gradient policy search**
*Machine Learning*, 108(8):1443-1466, (Editors: Karsten Borgwardt, Po-Ling Loh, Evimaria Terzi, and Antti Ukkonen), 2019 (article)

**Learning stable and predictive structures in kinetic systems**
*Proceedings of the National Academy of Sciences (PNAS)*, 116(51):25405-25411, 2019 (article)

**Fairness Constraints: A Flexible Approach for Fair Classification**
*Journal of Machine Learning Research*, 20(75):1-42, 2019 (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)

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

**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)

**Markovian domain fingerprinting: statistical segmentation of protein sequences**
*Bioinformatics*, 17(10):927-934, 2001 (article)

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