5 citations · 6 across the 9 of their papers we have counts for
4 papers · 1 filter
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…
Positive-Unlabelled Survival Data Analysis
Tomoki Toyabe, Yasuhiro Hasegawa, Takahiro Hoshino
In this paper, we consider a novel framework of positive-unlabeled data in which as positive data survival times are observed for subjects who have events during the observation ti…
Identification of causal direct-indirect effects without untestable assumptions
Takahiro Hoshino
In causal mediation analysis, identification of existing causal direct or indirect effects requires untestable assumptions in which potential outcomes and potential mediators are i…
Identification and Estimation of Heterogeneous Treatment Effects under Non-compliance or Non-ignorable assignment
Keisuke Takahata, Takahiro Hoshino
We provide sufficient conditions for the identification of the heterogeneous treatment effects, defined as the conditional expectation for the differences of potential outcomes giv…