Causal Inference in Statistics: A Gentle Introduction

Causal Inference in Statistics: A Gentle Introduction (2001)

Cached

Download Links

[ftp.cs.ucla.edu]

by Judea Pearl

BibTeX

@MISC{Pearl01causalinference,
    author = {Judea Pearl},
    title = {Causal Inference in Statistics: A Gentle Introduction},
    year = {2001}
}

Bookmark

OpenURL

Abstract

Citations

5664	Probabilistic Reasoning in Intelligent Systems - Pearl - 1988
844	Graphical Models - Lauritzen - 1996
766	Causality: Models, reasoning, and inference - Pearl - 2001
544	The central role of the propensity score in observational studies for causal effects - Rosenbaum, Rubin - 1983
175	TS: A theory of inferred causation - Pearl, Verma
131	Causal diagrams for empirical research - Pearl - 1995
130	Applied Regression Analysis and Other Multivariate Methods - Kleinbaum, Kupper, et al. - 1988
112	A new approach to causal inference in mortality studies with a sustained exposure period – applications to control of the healthy workers survivor effect - Robins - 1986
111	Correlation and causation - Wright - 1921
82	A Probabilistic Theory of Causality - Suppes - 1970
80	On the Application of Probability Theory to Agricultural Experiments - Neyman - 1990
79	Comment: Graphical models, causality, and intervention - Pearl - 1993
78	Nature’s Capacities and their Measurement - Cartwright - 1989
75	Planning of Experiments - Cox - 1958
63	Causal inference without counterfactuals (with comments and rejoinder - Dawid - 2000
52	Probabilistic evaluation of sequential plans from causal models with hidden variables - Pearl, Robins - 1995
50	Introduction to Structural Equation Models - Duncan - 1975
48	Probabilistic Causality - Eells - 1991
47	Recursive causal models - Kiiveri, Speed, et al. - 1984
46	Causal inference from graphical models - Lauritzen - 2001
42	Causal inference, path analysis, and recursive structural equations models - Holland - 1988
37	Counterfactuals and policy analysis in structural models - Balke, Pearl - 1995
31	Evaluating the Welfare State - Heckman, Smith - 1998
27	Structural equation models in the social sciences - Goldberger - 1972
24	J: Confounding and collapsibility in causal inference - Greenland, JM, et al. - 1999
24	Cause and counterfactual - Simon, Rescher - 1966
22	The Analysis of Case-Control Studies - BRESLOW, DAY - 1980
17	Causal inference in statistical models of the process of socioeconomic achievement - Sobel - 1998
17	Finding minimal separating sets - Tian, Paz, et al. - 1998
15	background knowledge in etiologic inference - Data - 2001
13	Identi cation of Causal E ects Using Instrumental Variables - Angrist, Imbens, et al. - 1996
13	Estimating causal e ects of treatments in randomized and nonrandomized studies - Rubin - 1974
10	Confounding: essence and detection - Miettinen, Cook - 1981
7	Confounding confounding - Grayson - 1987
7	Identi ability, exchangeability, and epidemiological confounding - Greenland, JM - 1986
5	Identi cation Problems in the Social Sciences - Manski - 1995
5	A graphical approach to the identi cation and estimation of causal parameters in mortality studies with sustained exposure periods - Robins - 1987
5	Probabilities of causation: Bounds and identi cation - Tian, Pearl - 2000
4	Econometrics and empirical economics - Heckman
3	Testing identi ability of causal e ects - Galles, Pearl - 1995
3	Causal ordering and identi ability - Simon - 1953
2	Assessment of structured socioeconomic e ects on health - Kaufman, Kaufman
2	Identi cation problems in econometric model construction - Koopmans - 1953
2	Identi ability criteria for causal e ects of joiont interventions - Kuroki, Miyakawa - 1999
2	On the identi cation of causal e ects - Tian, Pearl - 2001