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Using Domain Knowledge to Overcome Latent Variables in Causal Inference from Time Series

Increasingly large observational datasets from healthcare and social media may allow new types of causal inference. However, these data are often missing key variables, increasing the chance of finding spurious causal relationships due to confounding. While methods exist for causal inference with la...

Disgrifiad llawn

Wedi'i Gadw mewn:
Manylion Llyfryddiaeth
Cyhoeddwyd yn:Proc Mach Learn Res
Prif Awduron: Zheng, Min, Kleinberg, Samantha
Fformat: Artigo
Iaith:Inglês
Cyhoeddwyd: 2019
Pynciau:
Mynediad Ar-lein:https://ncbi.nlm.nih.gov/pmc/articles/PMC7050445/
https://ncbi.nlm.nih.gov/pubmed/32123870
Tagiau: Ychwanegu Tag
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