351 citations · 1.8k across the 37 of their papers we have counts for
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stat.ME2013★ 225 cited
CAM: Causal additive models, high-dimensional order search and penalized regression
Peter Bühlmann, Jonas Peters, Jan Ernest
We develop estimation for potentially high-dimensional additive structural equation models. A key component of our approach is to decouple order search among the variables from fea…
cs.LG2013★ 7 cited
Identifying Finite Mixtures of Nonparametric Product Distributions and Causal Inference of Confounders
Eleni Sgouritsa, Dominik Janzing, Jonas Peters +1
We propose a kernel method to identify finite mixtures of nonparametric product distributions. It is based on a Hilbert space embedding of the joint distribution. The rank of the c…
stat.ML2013★ 8 cited
Structural Intervention Distance (SID) for Evaluating Causal Graphs
Jonas Peters, Peter Bühlmann
Causal inference relies on the structure of a graph, often a directed acyclic graph (DAG). Different graphs may result in different causal inference statements and different interv…