Ouyou toukeigaku
Online ISSN : 1883-8081
Print ISSN : 0285-0370
ISSN-L : 0285-0370
Instrumental Variable (IV) Selection for Estimating Total Effects in Conditional IV Method
Manabu KUROKIMasami MIYAKAWARyouhei KAWATA
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2003 Volume 32 Issue 2 Pages 89-100

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Abstract
Suppose that causal relationships among variables can be described by a causal diagram and the corresponding linear structural equation model. In order to identify total effects, Brito and Pearl (2002) have suggested the conditional instrumental variable method, which is provided as a generalization of the instrumental variable method. However, the selection of conditional instrumental variable given a set of covariates is not unique. In this paper, when a total effect can be estimated through the conditional instrumental variable method, we formulate the asymptotic variance of the total effect. In addition, when there are some conditional instrumental variables given a set of covariates, the difference between them is investigated based on the formulation.
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© By Japanese Society of Applied Statistics
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