8 citations · 14 across the 10 of their papers we have counts for
8 papers · 1 filter
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.…
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…
Stratified Analysis of `Probabilities of Causation'
Manabu Kuroki, Zhihong Cai
This paper proposes new formulas for the probabilities of causation difined by Pearl (2000). Tian and Pearl (2000a, 2000b) showed how to bound the quantities of the probabilities o…
Evaluation of the Causal Effect of Control Plans in Nonrecursive Structural Equation Models
Manabu Kuroki, Zhihong Cai
When observational data is available from practical studies and a directed cyclic graph for how various variables affect each other is known based on substantive understanding of t…