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Direct and Indirect Effects (2005)

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by Judea Pearl
Citations:45 - 19 self
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BibTeX

@MISC{Pearl05directand,
    author = {Judea Pearl},
    title = { Direct and Indirect Effects},
    year = {2005}
}

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Abstract

The direct effect of one event on another can be defined and measured by holding constant all intermediate variables between the two. Indirect effects present conceptual and practical difficulties (in nonlinear models), because they cannot be isolated by holding certain variables constant. This paper presents a new way of defining the effect transmitted through a restricted set of paths, without controlling variables on the remaining paths. This permits the assessment of a more natural type of direct and indirect effects, one that is applicable in both linear and nonlinear models and that has broader policy-related interpretations. The paper establishes conditions under which such assessments can be estimated consistently from experimental and nonexperimental data, and thus extends path-analytic techniques to nonlinear and nonparametric models.

Citations

770 Causality: models, reasoning and inference - Pearl - 2000
452 Structural equations with latent variables - Bollen - 1989
249 Estimating Causal Effects of Treatments in Randomized and Nonrandomized Studies - Rubin - 1974
167 RB: Principles and Practice of Structural Equation Modeling - Kline - 1998
132 Causal diagrams for empirical research - Pearl - 1994
113 JM: A new approach to causal inference in mortality studies with sustained exposure periods – Application to control of the healthy worker survivor effect. Mathematical Modeling - Robins - 1986
80 On the Application of Probability Theory to Agricultural Experiments - Neyman - 1990
78 Nature’s capacities and their measurement - Cartwright - 1989
63 Causal inference without counterfactuals (with comments and rejoinder - Dawid - 2000
62 Causal ordering and identifiability - Simon - 1953
57 S: Identifiability and exchangeability for direct and indirect effects. Epidemiology - JM, Greenland - 1992
54 Axiomatizing causal reasoning - Halpern - 1998
52 Probabilistic evaluation of sequential plans from causal models with hidden variables - Pearl, Robins - 1995
50 Introduction to Structural Equation Models - Duncan - 1975
46 Reasoning With Arbitrary Objects - Fine - 1985
46 Axioms of causal relevance - Galles, Pearl - 1997
45 A graphical approach to the identification and estimation of causal parameters in mortality studies with sustained exposure periods. J Chron Dis 40(Suppl 2):139S-161S - Robins - 1987
41 Probabilistic evaluation of counterfactual queries - Balke, Pearl - 1994
38 Graphs, causality, and structural equation models - Pearl - 1998
37 Counterfactuals and policy analysis in structural models - Balke, Pearl - 1995
37 An axiomatic characterization of causal counterfactuals - Galles, Pearl - 1998
35 Two concepts of causation - Hall - 2004
34 Recursive versus nonrecursive systems: An attempt at synthesis - Strotz, Wold - 1960
29 A probabilistic calculus of actions - Pearl - 1994
27 A correspondence principle for simultaneous equation models - Fisher - 1970
27 Structural equation models in the social sciences - Goldberger - 1972
25 Identifiability criteria for causal effects of joint interventions - Kuroki, Miyakawa - 1999
24 Basic Principles of Structural Equation Modeling - Mueller - 2000
24 Cause and counterfactual - Simon, Rescher - 1966
19 Loglinear Models with Latent Variables. Number 94 - Hagenaars - 1993
18 Effect analysis and causation in linear structural equation models. Psychometrika 55(3):495–515 - Sobel - 1990
16 Statistical inference in economics - Marschak - 1950
13 Philosophical papers - Lewis - 1983
11 Two Notes on the Probabilistic Approach to Causality - Hesslow - 1976
5 Identi ability and exchangeability for direct and indirect e ects. Epidemiology - JM, Greenland - 1992
3 Statistical evidence in discrimination cases - Gastwirth - 1997
3 Counterfactuals and comparative probability - Lewis - 1973
1 Discussion: Tow notes on the probabilistic approach to causality - Hesslow - 1976
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