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A kernel-based causal learning algorithm

Published • Jun 20, 2007
Authors:
Xiaohai Sun
,
Dominik Janzing
,
Bernhard Schölkopf

Abstract

We describe a causal learning method, which employs measuring the strength of statistical dependences in terms of the Hilbert-Schmidt norm of kernel-based cross-covariance operators. Following the line of the common faithfulness assumption of constraint-based causal learning, our approach assumes th...

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