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stat.ML2021
Estimation of Local Average Treatment Effect by Data Combination
Kazuhiko Shinoda, Takahiro Hoshino
It is important to estimate the local average treatment effect (LATE) when compliance with a treatment assignment is incomplete. The previously proposed methods for LATE estimation…
stat.ME2021
Bayesian data combination model with Gaussian process latent variable model for mixed observed variables under NMAR missingness
Masaki Mitsuhiro, Takahiro Hoshino
In the analysis of observational data in social sciences and businesses, it is difficult to obtain a "(quasi) single-source dataset" in which the variables of interest are simultan…