Prof. Dr. Bernhard Schölkopf

Profile

Academic positionFull Professor
Research fieldsComputer Science,Numerical Analysis, Optimization, Simulation
Keywordsempirical data, machine learning, kernel methods, perception, causality

Current contact address

CountryGermany
CityTübingen
InstitutionMax-Planck-Institut für Intelligente Systeme

Host during sponsorship

Start of initial sponsorship01/08/2012

Programme(s)

2011Max Planck Research Award Programme

Publications (partial selection)

2019Philipp Geiger, Michel Besserve, Justus Winkelmann, Claudius Proissl, and Bernhard Schölkopf: Coordinating Users of Shared Facilities via Data-driven Predictive Assistants and Game Theory. In: Proceedings of the 35th Conference on Uncertainty in Artificial Intelligence (UAI), 2019, 49
2019Kristof Meding, Dominik Janzing, Bernhard Schölkopf, and Felix Wichmann: Perceiving the arrow of time in autoregressive motion. In: Advances in Neural Information Processing Systems 32 (accepted), 2019,
2019Kristof Meding, Bernhard Schölkopf, and Felix Wichmann: Perception of temporal dependencies in autoregressive motion [Abstract]. In: European Conference on Visual Perception (ECVP), 2019,
2019Sebastian Alexander Bruijns, Kristof Meding, Bernhard Schölkopf, and Felix Wichmann: Phenomenal Causality and Sensory Realism [Abstract]. In: European Conference on Visual Perception (ECVP), 2019,
2016Dun Wang, David W. Hogg, Daniel Foreman-Mackey, and Bernhard Schölkopf: A causal, data-driven approach to modeling the Kepler data. In: Publications of the Astronomical Society of the Pacific, 2016, 094503
2016Carl-Johann Simon-Gabriel*, Adam ?cibior*, Ilya Tolstikhin, and Bernhard Schölkopf: Consistent Kernel Mean Estimation for Functions of Random Variables. In: Advances in Neural Information Processing Systems 29, 2016, 1732-1740
2016Bernhard Schölkopf, David W. Hogg, Dun Wang, Daniel Foreman-Mackey, Dominik Janzing, Carl-Johann Simon-Gabriel, and Jonas Peters: Modeling confounding by half-sibling regression. In: Proceedings of the National Academy of Science (PNAS), 2016, 7391-7398
2016Daniel Foreman-Mackey, Timothy D. Morton, David W. Hogg, Eric Agol, and Bernhard Schölkopf: The population of long-period transiting exoplanets. In: The Astronomical Journal, 2016, 206
2015Daniel Foreman-Mackey, Benjamin T. Montet, David W. Hogg, Timothy D. Morton, Dun Wang, and Bernhard Schölkopf: A systematic search for transiting planets in the K2 data. In: The Astrophysical Journal, 2015, 215
2015Bernhard Schölkopf, Krikamol Muandet, Kenji Fukumizu, Stefan Harmeling, and Jonas Peters: Computing Functions of Random Variables via Reproducing Kernel Hilbert Space Representations. In: Statistics and Computing, 2015, 755-766
2015Bernhard Schölkopf, David W. Hogg, Dun Wang, Daniel Foreman-Mackey, Dominik Janzing, Carl-Johann Simon-Gabriel, Jonas Peters: Removing systematic errors for exoplanet search via latent causes. In: Proceedings of The 32nd International Conference on Machine Learning (ICML), 2015, 2218-2226