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- W1513969590 abstract "We generalize Pearl's back-door criterion for directed acyclic graphs (DAGs) to more general types of graphs that describe Markov equivalence classes of DAGs and/or allow for arbitrarily many hidden variables. We also give easily checkable necessary and sufficient graphical criteria for the existence of a set of variables that satisfies our generalized back-door criterion, when considering a single intervention and a single outcome variable. Moreover, if such a set exists, we provide an explicit set that fulfills the criterion. We illustrate the results in several examples. R-code is available in the R-package pcalg." @default.
- W1513969590 created "2016-06-24" @default.
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- W1513969590 date "2015-06-01" @default.
- W1513969590 modified "2023-10-15" @default.
- W1513969590 title "A generalized back-door criterion" @default.
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- W1513969590 doi "https://doi.org/10.1214/14-aos1295" @default.
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