-
1
-
-
0346880128
-
Identification of causal effects using instrumental variables (with comments)
-
Angrist, J.D., Imbens, G.W., and Rubin, D.B. (1996). Identification of causal effects using instrumental variables (with comments). Journal of the American Statistical Association, 91(434), 444-472.
-
(1996)
Journal of the American Statistical Association
, vol.91
, Issue.434
, pp. 444-472
-
-
Angrist, J.D.1
Imbens, G.W.2
Rubin, D.B.3
-
2
-
-
40749160098
-
The role of causal reasoning in understanding Simpson's paradox, Lord's paradox, and the suppression effect: Covariate selection in the analysis of observational studies
-
doi, Online at
-
Arah, O.A. (2008). The role of causal reasoning in understanding Simpson's paradox, Lord's paradox, and the suppression effect: Covariate selection in the analysis of observational studies. Emerging Themes in Epidemiology, 4, doi:10.1186/1742-7622-5-5. Online at http://www.ete-online.com/content/5/1/5.
-
(2008)
Emerging Themes in Epidemiology
, vol.4
-
-
Arah, O.A.1
-
3
-
-
84880739159
-
Identifiability of path-specific effects
-
Edinburgh, UK, Morgan-Kaufmann Publishers
-
Avin, C., Shpitser, I., and Pearl, J. (2005). Identifiability of path-specific effects. In Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence IJCAI-05, Edinburgh, UK, pp. 357-363. Morgan-Kaufmann Publishers.
-
(2005)
Proceedings of the Nineteenth International Joint Conference on Artificial Intelligence IJCAI-05
, pp. 357-363
-
-
Avin, C.1
Shpitser, I.2
Pearl, J.3
-
4
-
-
0002445730
-
Counterfactual probabilities: Computational methods, bounds, and applications
-
ed. R. L. de Man- taras and D. Poole, Morgan Kaufmann, San Mateo, CA
-
Balke, A. and Pearl, J. (1994a). Counterfactual probabilities: Computational methods, bounds, and applications. In Uncertainty in Artificial Intelligence 10 (ed. R. L. de Man- taras and D. Poole), pp. 46-54. Morgan Kaufmann, San Mateo, CA.
-
(1994)
Uncertainty in Artificial Intelligence
, vol.10
, pp. 46-54
-
-
Balke, A.1
Pearl, J.2
-
5
-
-
0028575244
-
Probabilistic evaluation of counterfactual queries
-
MIT Press, Menlo Park, CA
-
Balke, A. and Pearl, J. (1994b). Probabilistic evaluation of counterfactual queries. In Proceedings of the Twelfth National Conference on Artificial Intelligence, Volume I, pp. 230-237. MIT Press, Menlo Park, CA.
-
(1994)
Proceedings of the Twelfth National Conference on Artificial Intelligence
, vol.1
, pp. 230-237
-
-
Balke, A.1
Pearl, J.2
-
6
-
-
0010750582
-
Counterfactuals and policy analysis in structural models
-
ed. P. Besnard and S. Hanks, Morgan Kaufmann, San Francisco
-
Balke, A. and Pearl, J. (1995). Counterfactuals and policy analysis in structural models. In Uncertainty in Artificial Intelligence 11 (ed. P. Besnard and S. Hanks), pp. 11-18. Morgan Kaufmann, San Francisco.
-
(1995)
Uncertainty in Artificial Intelligence 11
, pp. 11-18
-
-
Balke, A.1
Pearl, J.2
-
7
-
-
17644379384
-
A fishing buddy for hypothesis generators
-
Brent, R. and Lok, L. (2005). A fishing buddy for hypothesis generators. Science, 308(5721), 523-529.
-
(2005)
Science
, vol.308
, Issue.5721
, pp. 523-529
-
-
Brent, R.1
Lok, L.2
-
9
-
-
37349069848
-
An extended class of instrumental variables for the estimation of causal effects
-
July, Technical Report Discussion Paper, UCSD, Department of Economics
-
Chalak, K. and White, H. (2006, July). An extended class of instrumental variables for the estimation of causal effects. Technical Report Discussion Paper, UCSD, Department of Economics.
-
(2006)
-
-
Chalak, K.1
White, H.2
-
11
-
-
3843082646
-
-
MIT Press, Cambridge, MA
-
Collins, J., Hall, N., and Paul, L.A. (eds.) (2004). Causation and Counterfactuals. MIT Press, Cambridge, MA.
-
(2004)
Causation and Counterfactuals
-
-
Collins, J.1
Hall, N.2
Paul, L.A.3
-
15
-
-
1542742382
-
Causal inference without counterfactuals (with comments and rejoinder)
-
Dawid, A.P. (2000). Causal inference without counterfactuals (with comments and rejoinder). Journal of the American Statistical Association, 95(450), 407-448.
-
(2000)
Journal of the American Statistical Association
, vol.95
, Issue.450
, pp. 407-448
-
-
Dawid, A.P.1
-
16
-
-
0036679398
-
Influence diagrams for causal modelling and inference
-
Dawid, A.P. (2002). Influence diagrams for causal modelling and inference. International Statistical Review, 70, 161-189.
-
(2002)
International Statistical Review
, vol.70
, pp. 161-189
-
-
Dawid, A.P.1
-
18
-
-
0004152755
-
-
Cambridge University Press, Cambridge, MA
-
Eells, E. (1991). Probabilistic Causality. Cambridge University Press, Cambridge, MA.
-
(1991)
Probabilistic Causality
-
-
Eells, E.1
-
19
-
-
84971238402
-
Causal diagrams
-
(3rd edn) (ed. K. Rothman, S. Greenland, and T. Lash), Lippincott Williams & Wilkins, Philadelphia, PA
-
Glymour, M.M. and Greenland, S. (2008). Causal diagrams. In Modern Epidemiology (3rd edn) (ed. K. Rothman, S. Greenland, and T. Lash), pp. 183-209. Lippincott Williams & Wilkins, Philadelphia, PA.
-
(2008)
Modern Epidemiology
, pp. 183-209
-
-
Glymour, M.M.1
Greenland, S.2
-
22
-
-
0032924944
-
Causal diagrams for epidemiologic research
-
Greenland, S., Pearl, J., and Robins, J.M (1999). Causal diagrams for epidemiologic research. Epidemiology, 10(1), 37-48.
-
(1999)
Epidemiology
, vol.10
, Issue.1
, pp. 37-48
-
-
Greenland, S.1
Pearl, J.2
Robins, J.M.3
-
23
-
-
0002011245
-
The statistical implications of a system of simultaneous equations
-
Reprinted in D.F. Hendry and M.S. Morgan (Eds.), The Foundations of Econometric Analysis, Cambridge University Press, 477-490, 1995
-
Haavelmo, T. (1943). The statistical implications of a system of simultaneous equations. Econometrica, 11, 1-12. Reprinted in D.F. Hendry and M.S. Morgan (Eds.), The Foundations of Econometric Analysis, Cambridge University Press, 477-490, 1995.
-
(1943)
Econometrica
, vol.11
, pp. 1-12
-
-
Haavelmo, T.1
-
25
-
-
84874077513
-
Book reviews: Causality: Models, Reasoning and Inference
-
Hitchcock, C. (2001). Book reviews: Causality: Models, Reasoning and Inference. The Philosophical Review, 110(4), 639-641.
-
(2001)
The Philosophical Review
, vol.110
, Issue.4
, pp. 639-641
-
-
Hitchcock, C.1
-
26
-
-
84884653892
-
Probabilistic causation
-
(Winter 2003 Edition) (ed. E. Zalta). URL, Stanford, CA
-
Hitchcock, C.R. (2003). Probabilistic causation. In Stanford Encyclopedia of Philosophy (Winter 2003 Edition) (ed. E. Zalta). URL = http://plato.stanford.edu/entries/causation-probabilistic/, Stanford, CA.
-
(2003)
Stanford Encyclopedia of Philosophy
-
-
Hitchcock, C.R.1
-
27
-
-
84936109202
-
Causal inference, path analysis, and recursive structural equations models
-
ed. C. Clogg, American Sociological Association, Washington, D.C
-
Holland, P.W. (1988). Causal inference, path analysis, and recursive structural equations models. In Sociological Methodology (ed. C. Clogg), pp. 449-484. American Sociological Association, Washington, D.C.
-
(1988)
Sociological Methodology
, pp. 449-484
-
-
Holland, P.W.1
-
29
-
-
0001926461
-
Causal inference from graphical models
-
ed. D. Cox and C. Kluppelberg, Chapman and Hall/CRC Press, Boca Raton, FL
-
Lauritzen, S.L. (2001). Causal inference from graphical models. In Complex Stochastic Systems (ed. D. Cox and C. Kluppelberg), pp. 63-107. Chapman and Hall/CRC Press, Boca Raton, FL.
-
(2001)
Complex Stochastic Systems
, pp. 63-107
-
-
Lauritzen, S.L.1
-
30
-
-
0003934280
-
-
Volume II. Oxford University Press, New York
-
Lewis, D. (1986). Philosophical Papers, Volume II. Oxford University Press, New York.
-
(1986)
Philosophical Papers
-
-
Lewis, D.1
-
31
-
-
0036677649
-
Seeing and doing: The concept of causation
-
Lindley, D.V. (2002). Seeing and doing: The concept of causation. International Statistical Review, 70, 191-214.
-
(2002)
International Statistical Review
, vol.70
, pp. 191-214
-
-
Lindley, D.V.1
-
34
-
-
84972526326
-
On the application of probability theory to agricultural experiments. Essay on principles. Section 9
-
Neyman, J. (1923). On the application of probability theory to agricultural experiments. Essay on principles. Section 9. Statistical Science, 5(4), 465-480.
-
(1923)
Statistical Science
, vol.5
, Issue.4
, pp. 465-480
-
-
Neyman, J.1
-
36
-
-
84972538789
-
Comment: Graphical models, causality, and intervention
-
Pearl, J. (1993a). Comment: Graphical models, causality, and intervention. Statistical Science, 8(3), 266-269.
-
(1993)
Statistical Science
, vol.8
, Issue.3
, pp. 266-269
-
-
Pearl, J.1
-
37
-
-
84857409864
-
Mediating instrumental variables
-
Technical Report TR- 210, Department of Computer Science, University of California, Los Angeles
-
Pearl, J. (1993b). Mediating instrumental variables. Technical Report TR- 210, http://ftp.cs.ucla.edu/pub/stat_ser/R210.pdf, Department of Computer Science, University of California, Los Angeles.
-
(1993)
-
-
Pearl, J.1
-
38
-
-
77956888769
-
Causal diagrams for empirical research
-
Pearl, J. (1995). Causal diagrams for empirical research. Biometrika, 82(4), 669-710.
-
(1995)
Biometrika
, vol.82
, Issue.4
, pp. 669-710
-
-
Pearl, J.1
-
39
-
-
0032331836
-
Graphs, causality, and structural equation models
-
Pearl, J. (1998). Graphs, causality, and structural equation models. Sociological Methods and Research, 27(2), 226-284.
-
(1998)
Sociological Methods and Research
, vol.27
, Issue.2
, pp. 226-284
-
-
Pearl, J.1
-
41
-
-
85012457219
-
Comment on A.P. Dawid's, Causal inference without counterfactuals
-
Pearl, J. (2000b). Comment on A.P. Dawid's, Causal inference without counterfactuals. Journal of the American Statistical Association, 95(450), 428-431.
-
(2000)
Journal of the American Statistical Association
, vol.95
, Issue.450
, pp. 428-431
-
-
Pearl, J.1
-
43
-
-
84979898420
-
Reply to Woodward
-
Pearl, J. (2003a). Reply to Woodward. Economics and Philosophy, 19, 341-344.
-
(2003)
Economics and Philosophy
, vol.19
, pp. 341-344
-
-
Pearl, J.1
-
44
-
-
1342347558
-
Statistics and causal inference: A review
-
December
-
Pearl, J. (2003b, December). Statistics and causal inference: A review. Test Journal, 12(2), 281-345.
-
(2003)
Test Journal
, vol.12
, Issue.2
, pp. 281-345
-
-
Pearl, J.1
-
45
-
-
0242274455
-
Direct and indirect effects
-
MIRA Digital Publishing, Minn., MN
-
Pearl, J. (2005). Direct and indirect effects. In Proceedings of the American Statistical Association, Joint Statistical Meetings, pp. 1572-1581. MIRA Digital Publishing, Minn., MN.
-
(2005)
Proceedings of the American Statistical Association, Joint Statistical Meetings
, pp. 1572-1581
-
-
Pearl, J.1
-
47
-
-
67549105887
-
Letter to the editor: Remarks on the method of propensity scores
-
Pearl, J. (2009b). Letter to the editor: Remarks on the method of propensity scores. Statistics in Medicine, 28, 1415-1416. http://ftp.cs.ucla.edu/pub/stat_ser/r345-sim.pdf.
-
(2009)
Statistics in Medicine
, vol.28
, pp. 1415-1416
-
-
Pearl, J.1
-
48
-
-
77649285984
-
Myth, confusion, and science in causal analysis
-
Technical Report R-348, University of California, Los Angeles, CA
-
Pearl, J. (2009c). Myth, confusion, and science in causal analysis. Technical Report R-348, University of California, Los Angeles, CA. http://ftp.cs.ucla.edu/pub/stat_ser/r348.pdf.
-
(2009)
-
-
Pearl, J.1
-
49
-
-
0000657751
-
Probabilistic evaluation of sequential plans from causal models with hidden variables
-
ed. P. Besnard and S. Hanks, Morgan Kaufmann, San Francisco
-
Pearl, J. and Robins, J.M. (1995). Probabilistic evaluation of sequential plans from causal models with hidden variables. In Uncertainty in Artificial Intelligence 11 (ed. P. Besnard and S. Hanks), pp. 444-453. Morgan Kaufmann, San Francisco.
-
(1995)
Uncertainty in Artificial Intelligence 11
, pp. 444-453
-
-
Pearl, J.1
Robins, J.M.2
-
50
-
-
33646779523
-
Estimation of direct causal effects
-
Petersen, M.L., Sinisi, S.E., and van der Laan, M.J. (2006). Estimation of direct causal effects. Epidemiology, 17(3), 276-284.
-
(2006)
Epidemiology
, vol.17
, Issue.3
, pp. 276-284
-
-
Petersen, M.L.1
Sinisi, S.E.2
van der Laan, M.J.3
-
51
-
-
46149139403
-
A new approach to causal inference in mortality studies with a sustained exposure period-applications to control of the healthy workers survivor effect
-
Robins, J.M. (1986). A new approach to causal inference in mortality studies with a sustained exposure period-applications to control of the healthy workers survivor effect. Mathematical Modeling, 7, 1393-1512.
-
(1986)
Mathematical Modeling
, vol.7
, pp. 1393-1512
-
-
Robins, J.M.1
-
52
-
-
0000272869
-
Testing and estimation of directed effects by reparameteriz- ing directed acyclic with structural nested models
-
ed. C. Glymour and G. Cooper, AAAI/MIT Press, Cambridge, MA
-
Robins, J.M. (1999). Testing and estimation of directed effects by reparameteriz- ing directed acyclic with structural nested models. In Computation, Causation, and Discovery (ed. C. Glymour and G. Cooper), pp. 349-405. AAAI/MIT Press, Cambridge, MA.
-
(1999)
Computation, Causation, and Discovery
, pp. 349-405
-
-
Robins, J.M.1
-
53
-
-
0026057837
-
Estimability and estimation of expected years of life lost due to a hazardous exposure
-
Robins, J.M. and Greenland, S. (1991). Estimability and estimation of expected years of life lost due to a hazardous exposure. Statistics in Medicine, 10, 79-93.
-
(1991)
Statistics in Medicine
, vol.10
, pp. 79-93
-
-
Robins, J.M.1
Greenland, S.2
-
55
-
-
77951622706
-
The central role of propensity score in observational studies for causal effects
-
Rosenbaum, P. and Rubin, D. (1983). The central role of propensity score in observational studies for causal effects. Biometrika, 70, 41-55.
-
(1983)
Biometrika
, vol.70
, pp. 41-55
-
-
Rosenbaum, P.1
Rubin, D.2
-
57
-
-
58149417330
-
Estimating causal effects of treatments in randomized and non- randomized studies
-
Rubin, D.B. (1974). Estimating causal effects of treatments in randomized and non- randomized studies. Journal of Educational Psychology, 66, 688-701.
-
(1974)
Journal of Educational Psychology
, vol.66
, pp. 688-701
-
-
Rubin, D.B.1
-
58
-
-
2942562549
-
Direct and indirect causal effects via potential outcomes
-
Rubin, D.B. (2004). Direct and indirect causal effects via potential outcomes. Scandinavian Journal of Statistics, 31, 161-170.
-
(2004)
Scandinavian Journal of Statistics
, vol.31
, pp. 161-170
-
-
Rubin, D.B.1
-
59
-
-
69949106881
-
Author's reply: Should observational studies be designed to allow lack of balance in covariate distributions across treatment group?
-
Rubin, D.B. (2009). Author's reply: Should observational studies be designed to allow lack of balance in covariate distributions across treatment group? Statistics in Medicine, 28, 1420-1423.
-
(2009)
Statistics in Medicine
, vol.28
, pp. 1420-1423
-
-
Rubin, D.B.1
-
60
-
-
46149083633
-
Identification of conditional interventional distributions
-
ed. R. Dechter and T. Richardson, AUAI Press, Corvallis, OR
-
Shpitser, I. and Pearl, J. (2006a). Identification of conditional interventional distributions. In Proceedings of the Twenty-Second Conference on Uncertainty in Artificial Intelligence (ed. R. Dechter and T. Richardson), pp. 437-444. AUAI Press, Corvallis, OR.
-
(2006)
Proceedings of the Twenty-Second Conference on Uncertainty in Artificial Intelligence
, pp. 437-444
-
-
Shpitser, I.1
Pearl, J.2
-
61
-
-
33750742436
-
Identification of joint interventional distributions in recursive semi-Markovian causal models
-
AAAI Press, Menlo Park, CA
-
Shpitser, I. and Pearl, J. (2006b). Identification of joint interventional distributions in recursive semi-Markovian causal models. In Proceedings of the Twenty-First National Conference on Artificial Intelligence, pp. 1219-1226. AAAI Press, Menlo Park, CA.
-
(2006)
Proceedings of the Twenty-First National Conference on Artificial Intelligence
, pp. 1219-1226
-
-
Shpitser, I.1
Pearl, J.2
-
62
-
-
77649296605
-
What counterfactuals can be tested
-
AUAI Press, Corvallis, OR. Also, Journal of Machine Learning Research, 2008
-
Shpitser, I. and Pearl, J. (2007). What counterfactuals can be tested. In Proceedings of the Twenty-Third Conference on Uncertainty in Artificial Intelligence, pp. 352-359. AUAI Press, Corvallis, OR. Also, Journal of Machine Learning Research, 9: 1941-1979, 2008.
-
(2007)
Proceedings of the Twenty-Third Conference on Uncertainty in Artificial Intelligence
, vol.9
, pp. 352-359+1941
-
-
Shpitser, I.1
Pearl, J.2
-
63
-
-
80053137537
-
Effects of treatment on the treated:Identification and generalization
-
AUAI Press, Corvallis, OR
-
Shpitser, I. and Pearl, J. (2009). Effects of treatment on the treated:Identification and generalization. In Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence, pp. 514-521. AUAI Press, Corvallis, OR.
-
(2009)
Proceedings of the Twenty-Fifth Conference on Uncertainty in Artificial Intelligence
, pp. 514-521
-
-
Shpitser, I.1
Pearl, J.2
-
64
-
-
65649149694
-
Letter to the editor: Propensity scores
-
See also Pearl 2009
-
Shrier, I. (2009). Letter to the editor: Propensity scores. Statistics in Medicine, 28, 1317-1318. See also Pearl 2009 #http://ftp.cs.ucla.edu/pub/stat_ser/r348.pdf#.
-
(2009)
Statistics in Medicine
, vol.28
, pp. 1317-1318
-
-
Shrier, I.1
-
66
-
-
0040843522
-
Causal inference in statistical models of the process of socioeco- nomic achievement
-
Sobel, M.E. (1998). Causal inference in statistical models of the process of socioeco- nomic achievement. Sociological Methods & Research, 27(2), 318-348.
-
(1998)
Sociological Methods & Research
, vol.27
, Issue.2
, pp. 318-348
-
-
Sobel, M.E.1
-
67
-
-
0003614273
-
-
second edn. MIT Press, Cambridge, MA
-
Spirtes, P., Glymour, C.N., and Scheines, R. (2000). Causation, Prediction, and Search, second edn. MIT Press, Cambridge, MA.
-
(2000)
Causation, Prediction, and Search
-
-
Spirtes, P.1
Glymour, C.N.2
Scheines, R.3
-
69
-
-
0010710880
-
Finding minimal separating sets
-
Technical Report R-254, University of California, Los Angeles, CA
-
Tian, J., Paz, A., and Pearl, J. (1998). Finding minimal separating sets. Technical Report R-254, University of California, Los Angeles, CA.
-
(1998)
-
-
Tian, J.1
Paz, A.2
Pearl, J.3
-
71
-
-
0036927237
-
A general identification condition for causal effects
-
AAAI Press/The MIT Press, Menlo Park, CA
-
Tian, J. and Pearl, J. (2002). A general identification condition for causal effects. In Proceedings of the Eighteenth National Conference on Artificial Intelligence, pp. 567-573. AAAI Press/The MIT Press, Menlo Park, CA.
-
(2002)
Proceedings of the Eighteenth National Conference on Artificial Intelligence
, pp. 567-573
-
-
Tian, J.1
Pearl, J.2
-
72
-
-
79954593991
-
Probabilistic theories of causality
-
(ed. H. Beebee, C. Hitchcock, and P. Peter). Oxford University Press, New York
-
Williamson, J. (2010). Probabilistic theories of causality. In The Oxford Handbook of Causation (ed. H. Beebee, C. Hitchcock, and P. Peter). Oxford University Press, New York.
-
(2010)
The Oxford Handbook of Causation
-
-
Williamson, J.1
-
73
-
-
1442303505
-
-
Oxford University Press, New York, NY
-
Woodward, J. (2003). Making Things Happen. Oxford University Press, New York, NY.
-
(2003)
Making Things Happen
-
-
Woodward, J.1
|