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Causal Learning From Predictive Modeling for Observational Data

We consider the problem of learning structured causal models from observational data. In this work, we use causal Bayesian networks to represent causal relationships among model variables. To this effect, we explore the use of two types of independencies—context-specific independence (CSI) and mutua...

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Detalhes bibliográficos
Publicado no:Front Big Data
Main Authors: Ramanan, Nandini, Natarajan, Sriraam
Formato: Artigo
Idioma:Inglês
Publicado em: Frontiers Media S.A. 2020
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC7931928/
https://ncbi.nlm.nih.gov/pubmed/33693412
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.3389/fdata.2020.535976
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