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Hisayoshi Nanmo

2 accepted papers

2025

PCM Selector: Penalized Covariate-Mediator Selection Operator for Evaluating Linear Causal Effects

AAAI 2025technical

For a data-generating process for random variables that can be described with a linear structural equation model, we consider a situation in which (i) a set of covariates satisfying the back-door criterion cannot be observed or (ii) such a set can be observed, but standard statistical estimation met…

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2022

Partially adaptive regularized multiple regression analysis for estimating linear causal effects

UAI 2022poster

This paper assumes that cause-effect relationships among variables can be described with a linear structural equation model. Then, a situation is considered where a set of observed covariates satisfies the back-door criterion but the ordinary least squares method cannot be applied to estimate linear…

Cited by 1Source ↗PDF ↗Scholar ↗