Jonas Peters

Nonlinear causal discovery with additive noise models

Patrik O. Hoyer, Dominik Janzing, Joris M. Mooij et al. · 2008 · 635 citations

Counterfactual reasoning and learning systems: the example of computational advertising

Léon Bottou, Jonas Peters, Joaquin Quiñonero-Candela et al. · 2013 · 530 citations

Kernel-based Conditional Independence Test and Application in Causal Discovery

Kun Zhang, Jonas Peters, Dominik Janzing et al. · arXiv (Cornell University) · 2012 · 346 citations · Full text

Engineering, Data Science, Conditional Independence +14

Distinguishing cause from effect using observational data: methods and benchmarks

Joris M. Mooij, Jonas Peters, Dominik Janzing et al. · UvA-DARE (University of Amsterdam) · 2014 · 324 citations · Full text

Root Cause Analysis, Causal Relationships, Causal Relation Extraction +17

Causal discovery with continuous additive noise models

Jonas Peters, Joris M. Mooij, Dominik Janzing et al. · Journal of Machine Learning Research · 2014 · 284 citations

Independence Score, Engineering, Data Science +13