8 citations · 14 across the 10 of their papers we have counts for
10 papers
PCM Selector: Penalized Covariate-Mediator Selection Operator for Evaluating Linear Causal Effects
Hisayoshi Nanmo, Manabu Kuroki
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 satisfyin…
Counterfactual Reasoning with Disjunctive Knowledge in a Linear Structural Equation Model
Manabu Kuroki
We consider the problem of estimating counterfactual quantities when prior knowledge is available in the form of disjunctive statements. These include disjunction of conditions (e.…
Equivalence between direct and indirect effects with different sets of intermediate variables and covariates
Manabu Kuroki
This paper deals with the concept of equivalence between direct and indirect effects of a treatment on a response using two sets of intermediate variables and covariates. First, we…
Selection of Identifiability Criteria for Total Effects by using Path Diagrams
Manabu Kuroki, Zhihong Cai
Pearl has provided the back door criterion, the front door criterion and the conditional instrumental variable (IV) method as identifiability criteria for total effects. In some si…
The Graphical Identification for Total Effects by using Surrogate Variables
Manabu Kuroki, Zhihong Cai, Hiroki Motogaito
Consider the case where cause-effect relationships between variables can be described as a directed acyclic graph and the corresponding linear structural equation model. This paper…
Counterfactual Reasoning in Linear Structural Equation Models
Zhihong Cai, Manabu Kuroki
Consider the case where causal relations among variables can be described as a Gaussian linear structural equation model. This paper deals with the problem of clarifying how the va…