no code implementations • 7 Jun 2024 • Virginia Aglietti, Ira Ktena, Jessica Schrouff, Eleni Sgouritsa, Francisco J. R. Ruiz, Alan Malek, Alexis Bellot, Silvia Chiappa
The sample efficiency of Bayesian optimization algorithms depends on carefully crafted acquisition functions (AFs) guiding the sequential collection of function evaluations.
no code implementations • 19 Dec 2013 • Samory Kpotufe, Eleni Sgouritsa, Dominik Janzing, Bernhard Schölkopf
We analyze a family of methods for statistical causal inference from sample under the so-called Additive Noise Model.
no code implementations • 26 Sep 2013 • Eleni Sgouritsa, Dominik Janzing, Jonas Peters, Bernhard Schoelkopf
We propose a kernel method to identify finite mixtures of nonparametric product distributions.
1 code implementation • 27 Jun 2012 • Bernhard Schoelkopf, Dominik Janzing, Jonas Peters, Eleni Sgouritsa, Kun Zhang, Joris Mooij
We consider the problem of function estimation in the case where an underlying causal model can be inferred.