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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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Bibliografiska uppgifter
I publikationen:PeerJ Comput Sci
Huvudupphovsmän: Blöbaum, Patrick, Janzing, Dominik, Washio, Takashi, Shimizu, Shohei, Schölkopf, Bernhard
Materialtyp: Artigo
Språk:Inglês
Publicerad: PeerJ Inc. 2019
Ämnen:
Länkar:https://ncbi.nlm.nih.gov/pmc/articles/PMC7924496/
https://ncbi.nlm.nih.gov/pubmed/33816822
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.7717/peerj-cs.169
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