351 citations · 1.8k across the 37 of their papers we have counts for
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stat.ME2017
Invariant Causal Prediction for Nonlinear Models
Christina Heinze-Deml, Jonas Peters, Nicolai Meinshausen
An important problem in many domains is to predict how a system will respond to interventions. This task is inherently linked to estimating the system's underlying causal structure…
math.ST2017
Invariant Causal Prediction for Sequential Data
Niklas Pfister, Peter Bühlmann, Jonas Peters
We investigate the problem of inferring the causal predictors of a response from a set of explanatory variables . Classical ordinary least squares regressi…