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.