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• W3027370381 abstract "We propose an approach to estimate the effect of multiple simultaneous interventions in the presence of hidden confounders. To overcome the problem of hidden confounding, we consider the setting where we have access to not only the observational data but also sets of single-variable interventions in which each of the treatment variables is intervened on separately. We prove identifiability under the assumption that the data is generated from a nonlinear continuous structural causal model with additive Gaussian noise. In addition, we propose a simple parameter estimation method by pooling all the data from different regimes and jointly maximizing the combined likelihood. We also conduct comprehensive experiments to verify the identifiability result as well as to compare the performance of our approach against a baseline on both synthetic and real-world data." @default.
• W3027370381 created "2020-05-29" @default.
• W3027370381 creator A5033941123 @default.
• W3027370381 creator A5052823119 @default.
• W3027370381 date "2020-05-23" @default.
• W3027370381 modified "2023-09-27" @default.
• W3027370381 title "Learning Joint Nonlinear Effects from Single-variable Interventions in the Presence of Hidden Confounders" @default.
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• W3027370381 hasPublicationYear "2020" @default.
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