Analysis of cause-effect inference by comparing regression errors

We address the problem of inferring the causal direction between two variables by comparing the least-squares errors of the predictions in both possible directions. Under the assumption of an independence between the function relating cause and effect, the conditional noise distribution, and the dis...

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Bibliographic Details
Main Authors: Patrick Blöbaum, Dominik Janzing, Takashi Washio, Shohei Shimizu, Bernhard Schölkopf
Format: Article
Language:English
Published: PeerJ Inc. 2019-01-01
Series:PeerJ Computer Science
Subjects:
Online Access:https://peerj.com/articles/cs-169.pdf