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- W3160350823 abstract "Inferring causal individual treatment effect (ITE) from observational data is a challenging problem whose difficulty is exacerbated by the presence of treatment assignment bias. In this work, we propose a new way to estimate the ITE using the domain generalization framework of invariant risk minimization (IRM). IRM uses data from multiple domains, learns predictors that do not exploit spurious domain-dependent factors, and generalizes better to unseen domains. We propose an IRM-based ITE estimator aimed at tackling treatment assignment bias when there is little support overlap between the control group and the treatment group. We accomplish this by creating diversity: given a single dataset, we split the data into multiple domains artificially. These diverse domains are then exploited by IRM to more effectively generalize regression-based models to data regions that lack support overlap. We show gains over classical regression approaches to ITE estimation in settings when support mismatch is more pronounced." @default.
- W3160350823 created "2021-05-24" @default.
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- W3160350823 date "2021-06-06" @default.
- W3160350823 modified "2023-09-26" @default.
- W3160350823 title "Treatment Effect Estimation Using Invariant Risk Minimization" @default.
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- W3160350823 doi "https://doi.org/10.1109/icassp39728.2021.9413705" @default.
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