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Volumn 176, Issue 1, 2013, Pages 5-51

Experimental designs for identifying causal mechanisms

Author keywords

Causal inference; Direct and indirect effects; Identification; Instrumental variables; Mediation

Indexed keywords


EID: 84871655325     PISSN: 09641998     EISSN: 1467985X     Source Type: Journal    
DOI: 10.1111/j.1467-985X.2012.01032.x     Document Type: Article
Times cited : (282)

References (120)
  • 1
    • 0346880128 scopus 로고    scopus 로고
    • Identification of causal effects using instrumental variables (with discussion)
    • Angrist, J. D., Imbens, G. W. and Rubin, D. B. (1996) Identification of causal effects using instrumental variables (with discussion). J. Am. Statist. Ass., 91, 444-455.
    • (1996) J. Am. Statist. Ass. , vol.91 , pp. 444-455
    • Angrist, J.D.1    Imbens, G.W.2    Rubin, D.B.3
  • 2
    • 30244508525 scopus 로고    scopus 로고
    • Bounds on treatment effects from studies with imperfect compliance
    • Balke, A. and Pearl, J. (1997) Bounds on treatment effects from studies with imperfect compliance. J. Am. Statist. Ass., 92, 1171-1176.
    • (1997) J. Am. Statist. Ass. , vol.92 , pp. 1171-1176
    • Balke, A.1    Pearl, J.2
  • 3
    • 0023020183 scopus 로고
    • The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations
    • Baron, R. M. and Kenny, D. A. (1986) The moderator-mediator variable distinction in social psychological research: conceptual, strategic, and statistical considerations. J. Personlty Socl Psychol., 51, 1173-1182.
    • (1986) J. Personlty Socl Psychol. , vol.51 , pp. 1173-1182
    • Baron, R.M.1    Kenny, D.A.2
  • 4
    • 23944517335 scopus 로고    scopus 로고
    • Are Emily and Greg more employable than Lakisha and Jamal?: a field experiment on labor market discrimination
    • Bertrand, M. and Mullainathan, S. (2004) Are Emily and Greg more employable than Lakisha and Jamal?: a field experiment on labor market discrimination. Am. Econ. Rev., 94, 991-1013.
    • (2004) Am. Econ. Rev. , vol.94 , pp. 991-1013
    • Bertrand, M.1    Mullainathan, S.2
  • 5
    • 54749103120 scopus 로고    scopus 로고
    • What triggers public opposition to immigration? anxiety, group cues, and immigration threat
    • Brader, T., Valentino, N. and Suhay, E. (2008) What triggers public opposition to immigration? anxiety, group cues, and immigration threat. Am. J. Polit. Sci., 52, 959-978.
    • (2008) Am. J. Polit. Sci. , vol.52 , pp. 959-978
    • Brader, T.1    Valentino, N.2    Suhay, E.3
  • 6
    • 77949982138 scopus 로고    scopus 로고
    • Yes, but what's the mechanism? (don't expect an easy answer)
    • Bullock, J., Green, D. and Ha, S. (2010) Yes, but what's the mechanism? (don't expect an easy answer). J. Personlty Socl Psychol., 98, 550-558.
    • (2010) J. Personlty Socl Psychol. , vol.98 , pp. 550-558
    • Bullock, J.1    Green, D.2    Ha, S.3
  • 7
    • 20744456629 scopus 로고    scopus 로고
    • Neuroeconomics: how neuroscience can inform economics
    • Camerer, C., Loewenstein, G. and Prelec, D. (2005) Neuroeconomics: how neuroscience can inform economics. J. Econ. Lit., 43, 9-64.
    • (2005) J. Econ. Lit. , vol.43 , pp. 9-64
    • Camerer, C.1    Loewenstein, G.2    Prelec, D.3
  • 8
    • 0036770609 scopus 로고    scopus 로고
    • Randomized experiments in educational policy research: a critical examination of the reasons the educational evaluation community has offered for not doing them
    • Cook, T. D. (2002) Randomized experiments in educational policy research: a critical examination of the reasons the educational evaluation community has offered for not doing them. Educ. Evaln Poly Anal., 24, 175-199.
    • (2002) Educ. Evaln Poly Anal. , vol.24 , pp. 175-199
    • Cook, T.D.1
  • 10
    • 1542742382 scopus 로고    scopus 로고
    • Causal inference without counterfactuals
    • Dawid, A. (2000) Causal inference without counterfactuals. J. Am. Statist. Ass., 95, 407-448.
    • (2000) J. Am. Statist. Ass , vol.95 , pp. 407-448
    • Dawid, A.1
  • 11
    • 77951290046 scopus 로고    scopus 로고
    • Instruments of development: randomization in the tropics, and the search for the elusive keys to economic development
    • Deaton, A. (2009) Instruments of development: randomization in the tropics, and the search for the elusive keys to economic development. Proc. Br. Acad., 162, 123-160.
    • (2009) Proc. Br. Acad. , vol.162 , pp. 123-160
    • Deaton, A.1
  • 12
    • 33847355215 scopus 로고    scopus 로고
    • Identifying direct and indirect effects in a non-counterfactual framework
    • Geneletti, S. (2007) Identifying direct and indirect effects in a non-counterfactual framework. J. R. Statist. Soc. B, 69, 199-215.
    • (2007) J. R. Statist. Soc. B , vol.69 , pp. 199-215
    • Geneletti, S.1
  • 13
    • 77952421759 scopus 로고    scopus 로고
    • Attitudes toward highly skilled and low-skilled immigration: evidence from a survey experiment
    • Hainmueller, J. and Hiscox, M. J. (2010) Attitudes toward highly skilled and low-skilled immigration: evidence from a survey experiment. Am. Polit. Sci. Rev., 104, 61-84.
    • (2010) Am. Polit. Sci. Rev. , vol.104 , pp. 61-84
    • Hainmueller, J.1    Hiscox, M.J.2
  • 14
    • 0003011661 scopus 로고
    • Assessing the case for social experiments
    • Heckman, J. J. and Smith, J. A. (1995) Assessing the case for social experiments. J. Econ. Perspect., 9, 85-110.
    • (1995) J. Econ. Perspect. , vol.9 , pp. 85-110
    • Heckman, J.J.1    Smith, J.A.2
  • 15
    • 77955614019 scopus 로고    scopus 로고
    • Causal mechanisms in the social sciences
    • Hedström, P. and Ylikoski, P. (2010) Causal mechanisms in the social sciences. A. Rev. Sociol., 36, 49-67.
    • (2010) A. Rev. Sociol. , vol.36 , pp. 49-67
    • Hedström, P.1    Ylikoski, P.2
  • 16
    • 84920420698 scopus 로고
    • Statistics and causal inference (with discussion)
    • Holland, P. W. (1986) Statistics and causal inference (with discussion). J. Am. Statist. Ass., 81, 945-960.
    • (1986) J. Am. Statist. Ass. , vol.81 , pp. 945-960
    • Holland, P.W.1
  • 17
    • 84936109202 scopus 로고
    • Causal inference, path analysis, and recursive structural equations models
    • Holland, P. W. (1988) Causal inference, path analysis, and recursive structural equations models. Sociol. Methodol., 18, 449-484.
    • (1988) Sociol. Methodol. , vol.18 , pp. 449-484
    • Holland, P.W.1
  • 18
    • 78650085125 scopus 로고    scopus 로고
    • A general approach to causal mediation analysis
    • Imai, K., Keele, L. and Tingley, D. (2010) A general approach to causal mediation analysis. Psychol. Meth., 15, 309-334.
    • (2010) Psychol. Meth. , vol.15 , pp. 309-334
    • Imai, K.1    Keele, L.2    Tingley, D.3
  • 19
    • 80955160663 scopus 로고    scopus 로고
    • Unpacking the black box of causality: learning about causal mechanisms from experimental and observational studies
    • to be published.
    • Imai, K., Keele, L., Tingley, D. and Yamamoto, T. (2011) Unpacking the black box of causality: learning about causal mechanisms from experimental and observational studies. Am. Polit. Sci. Rev., 105, to be published.
    • (2011) Am. Polit. Sci. Rev. , vol.105
    • Imai, K.1    Keele, L.2    Tingley, D.3    Yamamoto, T.4
  • 20
    • 77957786869 scopus 로고    scopus 로고
    • Identification, inference, and sensitivity analysis for causal mediation effects
    • Imai, K., Keele, L. and Yamamoto, T. (2010) Identification, inference, and sensitivity analysis for causal mediation effects. Statist. Sci., 25, 51-71.
    • (2010) Statist. Sci. , vol.25 , pp. 51-71
    • Imai, K.1    Keele, L.2    Yamamoto, T.3
  • 21
    • 84871644610 scopus 로고    scopus 로고
    • Replication data for: Experimental designs for identifying causal mechanisms. hdl:1902.1/16416. Dataverse Network.
    • Imai, K., Tingley, D. and Yamamoto, T. (2011) Replication data for: Experimental designs for identifying causal mechanisms. hdl:1902.1/16416. Dataverse Network.
    • (2011)
    • Imai, K.1    Tingley, D.2    Yamamoto, T.3
  • 22
    • 84871670359 scopus 로고    scopus 로고
    • Identification and sensitivity analysis for multiple causal mechanisms: revisiting evidence from framing experiments. Submitted to Polit Anal.(Available from)
    • Imai, K. and Yamamoto, T. (2012) Identification and sensitivity analysis for multiple causal mechanisms: revisiting evidence from framing experiments. Submitted to Polit. Anal. (Available from http://imai.princeton.edu/research/medsens.html.)
    • (2012)
    • Imai, K.1    Yamamoto, T.2
  • 23
    • 57749102845 scopus 로고    scopus 로고
    • Causal inference in randomized experiments with mediational processes
    • Jo, B. (2008) Causal inference in randomized experiments with mediational processes. Psychol. Meth., 13, 314-336.
    • (2008) Psychol. Meth. , vol.13 , pp. 314-336
    • Jo, B.1
  • 25
    • 67649920923 scopus 로고    scopus 로고
    • Analytic bounds on causal risk differences in directed acyclic graphs involving three observed binary variables
    • Kaufman, S., Kaufman, J. S. and MacLehose, R. F. (2009) Analytic bounds on causal risk differences in directed acyclic graphs involving three observed binary variables. J. Statist. Planng Inf., 139, 3473-3487.
    • (2009) J. Statist. Planng Inf. , vol.139 , pp. 3473-3487
    • Kaufman, S.1    Kaufman, J.S.2    MacLehose, R.F.3
  • 26
    • 33750700845 scopus 로고    scopus 로고
    • Diminishing reciprocal fairness by disrupting the right prefrontal cortex
    • Knoch, D., Pascual-Leone, A., Meyer, K., Treyer, V. and Fehr, E. (2006) Diminishing reciprocal fairness by disrupting the right prefrontal cortex. Science, 314, 829-832.
    • (2006) Science , vol.314 , pp. 829-832
    • Knoch, D.1    Pascual-Leone, A.2    Meyer, K.3    Treyer, V.4    Fehr, E.5
  • 30
    • 0000990212 scopus 로고
    • Causes and conditions
    • Mackie, J. (1965) Causes and conditions. Am. Philos. Q., 2, 245-264.
    • (1965) Am. Philos. Q. , vol.2 , pp. 245-264
    • Mackie, J.1
  • 32
    • 27744520243 scopus 로고    scopus 로고
    • Making the causal link: frontal cortex activity and repetition priming
    • Martin, A. and Gotts, S. J. (2005) Making the causal link: frontal cortex activity and repetition priming. Nat. Neursci., 8, 1134-1135.
    • (2005) Nat. Neursci. , vol.8 , pp. 1134-1135
    • Martin, A.1    Gotts, S.J.2
  • 33
    • 80054726381 scopus 로고    scopus 로고
    • Augmented designs to assess principal strata direct effects
    • Mattei, A. and Mealli, F. (2011) Augmented designs to assess principal strata direct effects. J. R. Statist. Soc. B, 73, 729-752.
    • (2011) J. R. Statist. Soc. B , vol.73 , pp. 729-752
    • Mattei, A.1    Mealli, F.2
  • 34
    • 84972526326 scopus 로고
    • On the application of probability theory to agricultural experiments: essay on principles, Section 9
    • Engl. transl.)
    • Neyman, J. (1990) On the application of probability theory to agricultural experiments: essay on principles, Section 9. Statist. Sci., 5, 465-480 (Engl. transl.).
    • (1990) Statist. Sci. , vol.5 , pp. 465-480
    • Neyman, J.1
  • 35
    • 25444449595 scopus 로고    scopus 로고
    • Inferring causality in brain images: a perturbation approach
    • Paus, T. (2005) Inferring causality in brain images: a perturbation approach. Philos. Trans. B, 360, 1109-1114.
    • (2005) Philos. Trans. B , vol.360 , pp. 1109-1114
    • Paus, T.1
  • 38
    • 0142088740 scopus 로고    scopus 로고
    • Studies in cognition: the problems solved and created by transcranial magnetic stimulation
    • Robertson, E. M., Théoret, H. and Pascual-leone, A. (2003) Studies in cognition: the problems solved and created by transcranial magnetic stimulation. J. Cogn. Neursci., 15, 948-960.
    • (2003) J. Cogn. Neursci. , vol.15 , pp. 948-960
    • Robertson, E.M.1    Théoret, H.2    Pascual-leone, A.3
  • 39
    • 15544371335 scopus 로고    scopus 로고
    • Semantics of causal DAG models and the identification of direct and indirect effects
    • (eds P. J. Green, N. L. Hjort and S. Richardson) -. Oxford: Oxford University Press.
    • Robins, J. M. (2003) Semantics of causal DAG models and the identification of direct and indirect effects. In Highly Structured Stochastic Systems (eds P. J. Green, N. L. Hjort and S. Richardson ), pp. 70-81. Oxford: Oxford University Press.
    • (2003) Highly Structured Stochastic Systems , pp. 70-81
    • Robins, J.M.1
  • 40
    • 0026556155 scopus 로고
    • Identifiability and exchangeability for direct and indirect effects
    • Robins, J. M. and Greenland, S. (1992) Identifiability and exchangeability for direct and indirect effects. Epidemiology, 3, 143-155.
    • (1992) Epidemiology , vol.3 , pp. 143-155
    • Robins, J.M.1    Greenland, S.2
  • 42
    • 22744434433 scopus 로고    scopus 로고
    • Causation and causal inference in epidemiology
    • Rothman, K. and Greenland, S. (2005) Causation and causal inference in epidemiology. Am. J. Publ. Hlth, 95, S1, S144.
    • (2005) Am. J. Publ. Hlth , vol.95 , Issue.S1
    • Rothman, K.1    Greenland, S.2
  • 43
    • 58149417330 scopus 로고
    • 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. J. Educ. Psychol., 66, 688-701.
    • (1974) J. Educ. Psychol. , vol.66 , pp. 688-701
    • Rubin, D.B.1
  • 44
    • 2942562549 scopus 로고    scopus 로고
    • Direct and indirect causal effects via potential outcomes (with discussions)
    • Rubin, D. B. (2004) Direct and indirect causal effects via potential outcomes (with discussions). Scand. J. Statist., 31, 161-170.
    • (2004) Scand. J. Statist. , vol.31 , pp. 161-170
    • Rubin, D.B.1
  • 46
    • 0038179332 scopus 로고    scopus 로고
    • The neural basis of economic decision-making in the ultimatum game
    • Sanfey, A. G., Rilling, J. K., Aronson, J. A., Nystrom, L. E. and Cohen, J. D. (2003) The neural basis of economic decision-making in the ultimatum game. Science, 300, 1755-1758.
    • (2003) Science , vol.300 , pp. 1755-1758
    • Sanfey, A.G.1    Rilling, J.K.2    Aronson, J.A.3    Nystrom, L.E.4    Cohen, J.D.5
  • 47
    • 79953691176 scopus 로고    scopus 로고
    • A complete graphical criterion for the adjustment formula in mediation analysis
    • article 16.
    • Shpitser, I. and VanderWeele, T. J. (2011) A complete graphical criterion for the adjustment formula in mediation analysis. Int. J. Biostatist., 7, article 16.
    • (2011) Int. J. Biostatist. , vol.7
    • Shpitser, I.1    VanderWeele, T.J.2
  • 48
    • 63149093174 scopus 로고    scopus 로고
    • Bounds on natural direct effects in the presence of confounded intermediate variables
    • Sjölander, A. (2009) Bounds on natural direct effects in the presence of confounded intermediate variables. Statist. Med., 28, 558-571.
    • (2009) Statist. Med. , vol.28 , pp. 558-571
    • Sjölander, A.1
  • 49
    • 44949156585 scopus 로고    scopus 로고
    • Identification of causal parameters in randomized studies with mediating variables
    • Sobel, M. E. (2008) Identification of causal parameters in randomized studies with mediating variables. J. Educ. Behav. Statist., 33, 230-251.
    • (2008) J. Educ. Behav. Statist. , vol.33 , pp. 230-251
    • Sobel, M.E.1
  • 50
    • 30544443203 scopus 로고    scopus 로고
    • Establishing a causal chain: why experiments are often more effective than mediational analyses in examining psychological processes
    • Spencer, S., Zanna, M. and Fong, G. (2005) Establishing a causal chain: why experiments are often more effective than mediational analyses in examining psychological processes. J. Personlty Socl Psychol., 89, 845-851.
    • (2005) J. Personlty Socl Psychol. , vol.89 , pp. 845-851
    • Spencer, S.1    Zanna, M.2    Fong, G.3
  • 51
    • 54049144616 scopus 로고    scopus 로고
    • Simple relations between principal stratification and direct and indirect effects
    • VanderWeele, T. J. (2008) Simple relations between principal stratification and direct and indirect effects. Statist. Probab. Lett., 78, 2957-2962.
    • (2008) Statist. Probab. Lett. , vol.78 , pp. 2957-2962
    • VanderWeele, T.J.1
  • 52
    • 67349219346 scopus 로고    scopus 로고
    • Mediation and mechanism
    • VanderWeele, T. J. (2009) Mediation and mechanism. Eur. J. Epidem., 24, 217-224.
    • (2009) Eur. J. Epidem. , vol.24 , pp. 217-224
    • VanderWeele, T.J.1
  • 53
    • 34247236793 scopus 로고    scopus 로고
    • The identification of synergism in the sufficient-component-cause framework
    • VanderWeele, T. J. and Robins, J. M. (2007) The identification of synergism in the sufficient-component-cause framework. Epidemiology, 18, 329-339.
    • (2007) Epidemiology , vol.18 , pp. 329-339
    • VanderWeele, T.J.1    Robins, J.M.2
  • 54
    • 40249107661 scopus 로고    scopus 로고
    • Empirical and counterfactual conditions for sufficient cause interactions
    • VanderWeele, T. J. and Robins, J. M. (2008) Empirical and counterfactual conditions for sufficient cause interactions. Biometrika, 91, 49-61.
    • (2008) Biometrika , vol.91 , pp. 49-61
    • VanderWeele, T.J.1    Robins, J.M.2
  • 55
    • 68649087638 scopus 로고    scopus 로고
    • Minimal sufficient causation and directed acyclic graphs
    • VanderWeele, T. J. and Robins, J. M. (2009) Minimal sufficient causation and directed acyclic graphs. Ann. Statist., 37, 1437-1465.
    • (2009) Ann. Statist. , vol.37 , pp. 1437-1465
    • VanderWeele, T.J.1    Robins, J.M.2
  • 56
    • 40849083711 scopus 로고    scopus 로고
    • Mediation analysis via potential outcomes models
    • Albert, J. M. (2008) Mediation analysis via potential outcomes models. Statist. Med., 27, 1282-1304.
    • (2008) Statist. Med. , vol.27 , pp. 1282-1304
    • Albert, J.M.1
  • 57
    • 79953688493 scopus 로고    scopus 로고
    • Generalized causal mediation analysis
    • Albert, J. M. and Nelson, S. (2011) Generalized causal mediation analysis. Biometrics, 67, 1028-1038.
    • (2011) Biometrics , vol.67 , pp. 1028-1038
    • Albert, J.M.1    Nelson, S.2
  • 58
    • 0023020183 scopus 로고
    • The moderator-mediator variable distinction in social psychological research: conceptual, strategic and statistical considerations
    • Baron, R. M. and Kenny, D. A. (1986) The moderator-mediator variable distinction in social psychological research: conceptual, strategic and statistical considerations. J. Personlty Socl Psychol., 51, 1173-1182.
    • (1986) J. Personlty Socl Psychol. , vol.51 , pp. 1173-1182
    • Baron, R.M.1    Kenny, D.A.2
  • 59
    • 0033618626 scopus 로고    scopus 로고
    • Combining different phases in the development of medical treatments within a single trial
    • Bauer, P. and Kieser, M. (1999) Combining different phases in the development of medical treatments within a single trial. Statist. Med., 18, 1833-1848.
    • (1999) Statist. Med. , vol.18 , pp. 1833-1848
    • Bauer, P.1    Kieser, M.2
  • 60
    • 49749118623 scopus 로고    scopus 로고
    • Bounds on direct effects in the presence of confounded intermed iate variables
    • Cai, Z., Kuroki, M., Pearl, J. and Tian, J. (2008) Bounds on direct effects in the presence of confounded intermed iate variables. Biometrics, 64, 695-701.
    • (2008) Biometrics , vol.64 , pp. 695-701
    • Cai, Z.1    Kuroki, M.2    Pearl, J.3    Tian, J.4
  • 61
    • 35648955054 scopus 로고    scopus 로고
    • Criteria for surrogate end points
    • Chen, H., Geng, Z. and Jia, J. (2007) Criteria for surrogate end points. J. R. Statist. Soc. B, 69, 919-932.
    • (2007) J. R. Statist. Soc. B , vol.69 , pp. 919-932
    • Chen, H.1    Geng, Z.2    Jia, J.3
  • 62
    • 0002947341 scopus 로고
    • Statistical methods for analyzing collapsibility in regression models
    • Clogg, C., Petkova, E. and Shihadeh, E. (1992) Statistical methods for analyzing collapsibility in regression models. J. Educ. Statist., 17, 51-74.
    • (1992) J. Educ. Statist. , vol.17 , pp. 51-74
    • Clogg, C.1    Petkova, E.2    Shihadeh, E.3
  • 63
    • 67651098902 scopus 로고    scopus 로고
    • The consistency statement in causal inference: a definition or an assumption?
    • Cole, S. R. and Frangakis, C. E. (2009) The consistency statement in causal inference: a definition or an assumption?Epidemiology, 20, 3-5.
    • (2009) Epidemiology , vol.20 , pp. 3-5
    • Cole, S.R.1    Frangakis, C.E.2
  • 65
    • 0036679398 scopus 로고    scopus 로고
    • Influence diagrams for causal modelling and inference
    • Dawid, A. P. (2002) Influence diagrams for causal modelling and inference. Int. Statist. Rev., 70, 161-189.
    • (2002) Int. Statist. Rev. , vol.70 , pp. 161-189
    • Dawid, A.P.1
  • 66
    • 4043172374 scopus 로고    scopus 로고
    • Causal inference using influence diagrams: the problem of partial compliance
    • (eds P. J. Green, N. L. Hjort and S. Richardson). New York: Oxford University Press.
    • Dawid, A. P. (2003) Causal inference using influence diagrams: the problem of partial compliance. In Highly Structured Stochastic Systems(eds P. J. Green, N. L. Hjort and S. Richardson ). New York: Oxford University Press.
    • (2003) Highly Structured Stochastic Systems
    • Dawid, A.P.1
  • 67
    • 80053192470 scopus 로고    scopus 로고
    • Direct and indirect effects of sequential decisions
    • (eds R. Dechter and T. Richardson) -. Corvallis: Association for Uncertainty in Artificial Intelligence Press.
    • Didelez, V., Dawid, A. P. and Geneletti, S. (2006) Direct and indirect effects of sequential decisions. In Proc. 22nd Conf. Association for Uncertainty in Artificial Intelligence (eds R. Dechter and T. Richardson ), pp. 138-146. Corvallis: Association for Uncertainty in Artificial Intelligence Press.
    • (2006) Proc. 22nd Conf. Association for Uncertainty in Artificial Intelligence , pp. 138-146
    • Didelez, V.1    Dawid, A.P.2    Geneletti, S.3
  • 68
    • 84871655142 scopus 로고    scopus 로고
    • Mediation and sensitivity analysis using two or more trials. Technical Report .
    • Emsley, R. A. and VanderWeele, T. J. (2012) Mediation and sensitivity analysis using two or more trials. Technical Report .
    • (2012)
    • Emsley, R.A.1    VanderWeele, T.J.2
  • 69
    • 0037307791 scopus 로고    scopus 로고
    • Ethnicity insurgency, and civil war
    • Fearon, J. D. and Laitin, D. D. (2003) Ethnicity insurgency, and civil war. Am. Polit. Sci. Rev., 97, 75-90.
    • (2003) Am. Polit. Sci. Rev. , vol.97 , pp. 75-90
    • Fearon, J.D.1    Laitin, D.D.2
  • 70
    • 0000741850 scopus 로고    scopus 로고
    • Addressing complications of intention-to-treat analysis in the combined presence of all-or-none treatment-noncompliance and subsequent missing outcomes
    • Frangakis, C. E. and Rubin, D. B. (1999) Addressing complications of intention-to-treat analysis in the combined presence of all-or-none treatment-noncompliance and subsequent missing outcomes. Biometrika, 86, 365- 379.
    • (1999) Biometrika , vol.86 , pp. 365-379
    • Frangakis, C.E.1    Rubin, D.B.2
  • 71
    • 0036188782 scopus 로고    scopus 로고
    • Principal stratification in causal inference
    • Frangakis, C. E. and Rubin, D. B. (2002) Principal stratification in causal inference. Biometrics, 58, 21-29.
    • (2002) Biometrics , vol.58 , pp. 21-29
    • Frangakis, C.E.1    Rubin, D.B.2
  • 72
    • 84864378267 scopus 로고    scopus 로고
    • Evaluating the effect of training on wages in the presence of noncompliance, nonemployment, and missing outcome data
    • Frumento, P., Mealli, F., Pacini, B. and Rubin, D. (2012) Evaluating the effect of training on wages in the presence of noncompliance, nonemployment, and missing outcome data. J. Am. Statist. Ass., 107, 450-466.
    • (2012) J. Am. Statist. Ass. , vol.107 , pp. 450-466
    • Frumento, P.1    Mealli, F.2    Pacini, B.3    Rubin, D.4
  • 73
    • 33847355215 scopus 로고    scopus 로고
    • Identifying direct and indirect effects in a non-counterfactual framework
    • Geneletti, S. (2007) Identifying direct and indirect effects in a non-counterfactual framework. J. R. Statist. Soc. B, 69, 199-215.
    • (2007) J. R. Statist. Soc. B , vol.69 , pp. 199-215
    • Geneletti, S.1
  • 74
    • 80053938069 scopus 로고    scopus 로고
    • Causal effects of perceived immutable characteristics
    • Greiner, D. J. and Rubin, D. B. (2011) Causal effects of perceived immutable characteristics. Rev. Econ. Statist., 93, 775-785.
    • (2011) Rev. Econ. Statist. , vol.93 , pp. 775-785
    • Greiner, D.J.1    Rubin, D.B.2
  • 75
    • 84920420698 scopus 로고
    • Statistics and causal inference (with discussion)
    • Holland, P. W. (1986) Statistics and causal inference (with discussion). J. Am. Statist. Ass., 81, 945-960.
    • (1986) J. Am. Statist. Ass. , vol.81 , pp. 945-960
    • Holland, P.W.1
  • 76
    • 84863838679 scopus 로고    scopus 로고
    • Ratio of mediator probability weighting for estimating natural direct and indirect effects
    • Hong, G. (2010) Ratio of mediator probability weighting for estimating natural direct and indirect effects. Proc. Biometr. Sect. Am. Statist. Ass., 2401-2415.
    • (2010) Proc. Biometr. Sect. Am. Statist. Ass. , pp. 2401-2415
    • Hong, G.1
  • 77
    • 84863849882 scopus 로고    scopus 로고
    • Parametric and non-parametric weighting methods for estimating mediation effects: an application to the National Evaluation of Welfare-to-Work Strategies
    • Hong, G., Deutsch, J. and Hill, H. D. (2011) Parametric and non-parametric weighting methods for estimating mediation effects: an application to the National Evaluation of Welfare-to-Work Strategies. Proc. Socl Statist. Sect. Am. Statist. Ass., 3215-3229.
    • (2011) Proc. Socl Statist. Sect. Am. Statist. Ass. , pp. 3215-3229
    • Hong, G.1    Deutsch, J.2    Hill, H.D.3
  • 78
    • 0001878352 scopus 로고    scopus 로고
    • Sample size, reliability, and tests of statistical mediation
    • (ed. R. H. Hoyle) -. Thousand Oaks: Sage.
    • Hoyle, R. H. and Kenny, D. A. (1999) Sample size, reliability, and tests of statistical mediation. In Statistical Strategies for Small Sample Research (ed. R. H. Hoyle ), pp. 195-222. Thousand Oaks: Sage.
    • (1999) Statistical Strategies for Small Sample Research , pp. 195-222
    • Hoyle, R.H.1    Kenny, D.A.2
  • 79
    • 22944491796 scopus 로고    scopus 로고
    • Natural resources, conflict, and conflict resolution: uncovering the mechanisms
    • Humphreys, M. (2005) Natural resources, conflict, and conflict resolution: uncovering the mechanisms. J. Conflct Resoln, 49, 508-537.
    • (2005) J. Conflct Resoln , vol.49 , pp. 508-537
    • Humphreys, M.1
  • 80
    • 78650085125 scopus 로고    scopus 로고
    • A general approach to causal mediation analysis
    • Imai, K., Keele, L. and Tingley, D. (2010) A general approach to causal mediation analysis. Psychol. Meth., 15, 309-334.
    • (2010) Psychol. Meth. , vol.15 , pp. 309-334
    • Imai, K.1    Keele, L.2    Tingley, D.3
  • 81
    • 80955160663 scopus 로고    scopus 로고
    • Unpacking the black box of causality: learning about causal mechanisms from experimental and observational studies
    • Imai, K., Keele, L., Tingley, D. and Yamamoto, T. (2011) Unpacking the black box of causality: learning about causal mechanisms from experimental and observational studies. Am. Polit. Sci. Rev., 105, 765-789.
    • (2011) Am. Polit. Sci. Rev. , vol.105 , pp. 765-789
    • Imai, K.1    Keele, L.2    Tingley, D.3    Yamamoto, T.4
  • 82
    • 77957786869 scopus 로고    scopus 로고
    • Identification, inference, and sensitivity analysis for causal mediation effects
    • Imai, K., Keele, L. and Yamamoto, T. (2010) Identification, inference, and sensitivity analysis for causal mediation effects. Statist. Sci., 25, 51-71.
    • (2010) Statist. Sci. , vol.25 , pp. 51-71
    • Imai, K.1    Keele, L.2    Yamamoto, T.3
  • 83
    • 84871649445 scopus 로고    scopus 로고
    • and (2012) Identification and sensitivity analysis for multiple causal mechanisms: revisiting evidence from framing experiments. Submitted to Polit. Anal. (Available from
    • Imai, K. and Yamamoto, T. (2012) Identification and sensitivity analysis for multiple causal mechanisms: revisiting evidence from framing experiments. Submitted to Polit. Anal. (Available from http://imai.princeton.edu/research/medsens.html.)
    • Imai, K.1    Yamamoto, T.2
  • 84
    • 42349084894 scopus 로고    scopus 로고
    • Principal stratification for causal inference with extended partial compliance
    • Jin, H. L. and Rubin. D. B. (2008) Principal stratification for causal inference with extended partial compliance. J. Am. Statist. Ass., 103, 101-111.
    • (2008) J. Am. Statist. Ass. , vol.103 , pp. 101-111
    • Jin, H.L.1    Rubin, D.B.2
  • 85
    • 67649920923 scopus 로고    scopus 로고
    • Analytic bounds on causal risk differences in directed acyclic graphs involving three observed binary variables
    • Kaufman, S., Kaufman, J. S. and MacLehose, R. F. (2009) Analytic bounds on causal risk differences in directed acyclic graphs involving three observed binary variables. J. Statist. Planng Inf., 139, 3473-3487.
    • (2009) J. Statist. Planng Inf. , vol.139 , pp. 3473-3487
    • Kaufman, S.1    Kaufman, J.S.2    MacLehose, R.F.3
  • 86
    • 34547206754 scopus 로고    scopus 로고
    • Influence diagnostics in log-Birnbaum-Saunders regression models with censored data
    • Leiva, V., Barros, M., Paula, G. A. and Galea, M. (2007) Influence diagnostics in log-Birnbaum-Saunders regression models with censored data. Comput. Statist. Data Anal., 51, 5694-5707.
    • (2007) Comput. Statist. Data Anal. , vol.51 , pp. 5694-5707
    • Leiva, V.1    Barros, M.2    Paula, G.A.3    Galea, M.4
  • 87
    • 0036970446 scopus 로고    scopus 로고
    • A unified theory of two-stage adaptive designs
    • Liu, Q., Proschan, M. A. and Pledger, G. W. (2002) A unified theory of two-stage adaptive designs. J. Am. Statist. Ass., 97, 1034-1041.
    • (2002) J. Am. Statist. Ass. , vol.97 , pp. 1034-1041
    • Liu, Q.1    Proschan, M.A.2    Pledger, G.W.3
  • 89
    • 84871648006 scopus 로고    scopus 로고
    • The unbearable lightness of b: approaches to improve causal interpretation of the M to Y relation. Society for Personality and Social Psychology Conf., Las Vegas
    • MacKinnon, D. P. and Pirlott, A. G. (2010) The unbearable lightness of b: approaches to improve causal interpretation of the M to Y relation. Society for Personality and Social Psychology Conf., Las Vegas .
    • (2010)
    • MacKinnon, D.P.1    Pirlott, A.G.2
  • 91
    • 0010207622 scopus 로고
    • Validity typologies and the logic and practice of quasi-experimentation
    • (ed. A. W. M. K. Trochim) -. San Francisco: Jossey-Bass.
    • Mark, M. M. (1986) Validity typologies and the logic and practice of quasi-experimentation. In Advances in Quasi-experimental Design and Analysis (ed. A. W. M. K. Trochim ), pp. 47-66. San Francisco: Jossey-Bass.
    • (1986) Advances in Quasi-experimental Design and Analysis , pp. 47-66
    • Mark, M.M.1
  • 92
    • 80054726381 scopus 로고    scopus 로고
    • Augmented designs to assess principal strata direct effects
    • Mattei, A. and Mealli, F. (2011) Augmented designs to assess principal strata direct effects. J. R. Statist. Soc. B, 73, 729-752.
    • (2011) J. R. Statist. Soc. B , vol.73 , pp. 729-752
    • Mattei, A.1    Mealli, F.2
  • 93
    • 0347985212 scopus 로고    scopus 로고
    • Assumptions allowing the estimation of direct causal effects
    • Mealli, F. and Rubin, D. B. (2003) Assumptions allowing the estimation of direct causal effects. J. Econmetr., 112, 79-87.
    • (2003) J. Econmetr. , vol.112 , pp. 79-87
    • Mealli, F.1    Rubin, D.B.2
  • 94
    • 33846199528 scopus 로고    scopus 로고
    • Diagnostics for confounding in PK/DD models for oxcarbazepine
    • Nedelman, J. R., Rubin, D. B. and Sheiner, L. B. (2007) Diagnostics for confounding in PK/DD models for oxcarbazepine. Statist. Med., 26, 290-308.
    • (2007) Statist. Med. , vol.26 , pp. 290-308
    • Nedelman, J.R.1    Rubin, D.B.2    Sheiner, L.B.3
  • 95
    • 0001058696 scopus 로고
    • Sur les applications de la théorie des probabilités aux experiences agricoles: essay des principes.
    • Engl. tránsl.).
    • Neyman, J. (1990) Sur les applications de la théorie des probabilités aux experiences agricoles: essay des principes.. Statist. Sci., 5, 465-472 (Engl. tránsl.).
    • (1990) Statist. Sci. , vol.5 , pp. 465-472
    • Neyman, J.1
  • 96
    • 0242274455 scopus 로고    scopus 로고
    • Direct and indirect effects
    • (eds J. S. Breese and D. Koller) -. San Francisco: Morgan Kaufmann.
    • Pearl, J. (2001) Direct and indirect effects. In Proc. 17th Conf. Uncertainty in Artificial Intelligence (eds J. S. Breese and D. Koller ), pp. 411-420. San Francisco: Morgan Kaufmann.
    • (2001) Proc. 17th Conf. Uncertainty in Artificial Intelligence , pp. 411-420
    • Pearl, J.1
  • 97
    • 77957791495 scopus 로고    scopus 로고
    • Causal bounds and instruments
    • Corvallis: Association for Uncertainty in Artificial Intelligence Press.
    • Ramsahai, R. R. (2007) Causal bounds and instruments. In Proc. 23rd A. Conf. Uncertainty in Artifical Intelligence, pp. 310-317. Corvallis: Association for Uncertainty in Artificial Intelligence Press.
    • (2007) Proc. 23rd A. Conf. Uncertainty in Artifical Intelligence , pp. 310-317
    • Ramsahai, R.R.1
  • 98
    • 84859456977 scopus 로고    scopus 로고
    • Causal bounds and observable constraints for non-deterministic models
    • Ramsahai, R. R. (2012) Causal bounds and observable constraints for non-deterministic models. J. Mach. Learn. Res., 13, 829-848.
    • (2012) J. Mach. Learn. Res. , vol.13 , pp. 829-848
    • Ramsahai, R.R.1
  • 99
    • 46149139403 scopus 로고
    • A new approach to causal inference in mortality studies with sustained exposure periods-applications to control of the healthy worker survivor effect
    • Robins, J. (1986) A new approach to causal inference in mortality studies with sustained exposure periods-applications to control of the healthy worker survivor effect. Math. Modlng, 7, l393-1512.
    • (1986) Math. Modlng , vol.7
    • Robins, J.1
  • 100
    • 15544371335 scopus 로고    scopus 로고
    • Semantics of causal DAG models and the identification of direct and indirect effects
    • (eds P. J. Green, N. L. Hjort and S. Richardson) -. Oxford: Oxford University Press.
    • Robins, J. M. (2003) Semantics of causal DAG models and the identification of direct and indirect effects. In Highly Structured Stochastic Systems (eds P. J. Green, N. L. Hjort and S. Richardson ), pp. 70-81. Oxford: Oxford University Press.
    • (2003) Highly Structured Stochastic Systems , pp. 70-81
    • Robins, J.M.1
  • 101
    • 80053470925 scopus 로고    scopus 로고
    • Alternative graphical causal models and the identification of direct effects
    • (eds P. Shrout, K. M. Keyes and K. Ornstein) -. New York: Oxford University Press.
    • Robins, J. M. and Richardson, T. S. (2010) Alternative graphical causal models and the identification of direct effects. In Causality and Psychopathology: Finding and Determinants of Disorders and Their Cures (eds P. Shrout, K. M. Keyes and K. Ornstein ), pp. 103-158. New York: Oxford University Press.
    • (2010) Causality and Psychopathology: Finding and Determinants of Disorders and Their Cures , pp. 103-158
    • Robins, J.M.1    Richardson, T.S.2
  • 102
    • 0002456171 scopus 로고    scopus 로고
    • Estimation of effects of sequential treatments by reparameterizing directed acyclic graphs
    • (eds D. Geiger and P. Shenoy) -. San Francisco: Morgan Kaufmann
    • Robins, J. M. and Wasserman, L. (1997) Estimation of effects of sequential treatments by reparameterizing directed acyclic graphs. In Proc. 13th Conf. Uncertainty in Artificial Intelligence (eds D. Geiger and P. Shenoy ), pp. 409-420. San Francisco: Morgan Kaufmann.
    • (1997) Proc. 13th Conf. Uncertainty in Artificial Intelligence , pp. 409-420
    • Robins, J.M.1    Wasserman, L.2
  • 103
    • 58149417330 scopus 로고
    • Estimating causal effects of treatments in randomized and nonrandomized studies
    • Rubin, D. B. (1974) Estimating causal effects of treatments in randomized and nonrandomized studies. J. Educ. Psychol., 66, 688-701.
    • (1974) J. Educ. Psychol. , vol.66 , pp. 688-701
    • Rubin, D.B.1
  • 104
    • 0041193352 scopus 로고
    • Bayesian inference for causality: the importance of randomization
    • Rubin, D. B. (1975) Bayesian inference for causality: the importance of randomization. Proc. Socl Statist. Sect. Am. Statist. Ass., 233-239.
    • (1975) Proc. Socl Statist. Sect. Am. Statist. Ass. , pp. 233-239
    • Rubin, D.B.1
  • 105
    • 0001599001 scopus 로고
    • Assignment to treatment group on the basis of a covariate
    • correction, 384.
    • Rubin, D. B. (1977) Assignment to treatment group on the basis of a covariate. J. Educ. Statist., 2, 1-26; correction, 384.
    • (1977) J. Educ. Statist. , vol.2 , pp. 1-26
    • Rubin, D.B.1
  • 106
    • 0002531157 scopus 로고
    • Bayesian inference for causal effects: the role of randomization
    • Rubin, D. B. (1978) Bayesian inference for causal effects: the role of randomization. Ann. Statist., 6, 34-58.
    • (1978) Ann. Statist. , vol.6 , pp. 34-58
    • Rubin, D.B.1
  • 107
    • 84950657856 scopus 로고
    • Discussion of ''Randomization analysis of experimental data in the Fisher randomization test'' by Basu
    • Rubin, D. B. (1980) Discussion of ''Randomization analysis of experimental data in the Fisher randomization test'' by Basu. J. Am. Statist. Ass., 75, 591-593.
    • (1980) J. Am. Statist. Ass. , vol.75 , pp. 591-593
    • Rubin, D.B.1
  • 108
    • 84950922994 scopus 로고
    • Which ifs have causal answers?
    • Rubin, D. B. (1986) Which ifs have causal answers?J. Am. Statist. Ass., 82, 961-962.
    • (1986) J. Am. Statist. Ass. , vol.82 , pp. 961-962
    • Rubin, D.B.1
  • 109
    • 14944344423 scopus 로고    scopus 로고
    • Causal inference using potential outcomes: design, modeling, decisions
    • Rubin, D. B. (2005) Causal inference using potential outcomes: design, modeling, decisions. J. Am. Statist. Ass., 100, 322-331.
    • (2005) J. Am. Statist. Ass. , vol.100 , pp. 322-331
    • Rubin, D.B.1
  • 110
    • 77949629364 scopus 로고    scopus 로고
    • Reflections stimulated by the comments of Shadish (2009) and West & Thoemmes (2009)
    • Rubin, D. B. (2010) Reflections stimulated by the comments of Shadish (2009) and West & Thoemmes (2009). Psychol. Meth., 15, 38-46.
    • (2010) Psychol. Meth. , vol.15 , pp. 38-46
    • Rubin, D.B.1
  • 111
    • 49049088513 scopus 로고    scopus 로고
    • Use of non-normality in structural equation modeling: application to direction of causation
    • Shimizu, S. and Kano, Y. (2008) Use of non-normality in structural equation modeling: application to direction of causation. J. Statist. Planng Inf., 138, 3483-3491.
    • (2008) J. Statist. Planng Inf. , vol.138 , pp. 3483-3491
    • Shimizu, S.1    Kano, Y.2
  • 112
    • 63149093174 scopus 로고    scopus 로고
    • Bounds on natural direct effects in the presence of confounded intermediate variables
    • Sjölander, A. (2009) Bounds on natural direct effects in the presence of confounded intermediate variables. Statist. Med., 28, 558-571.
    • (2009) Statist. Med. , vol.28 , pp. 558-571
    • Sjölander, A.1
  • 113
    • 85047681043 scopus 로고
    • Beliefs, attributions, and evaluations: nonhierarchical models of mediation in social cognition
    • Smith, E. R. (1982) Beliefs, attributions, and evaluations: nonhierarchical models of mediation in social cognition. J. Personlty Socl Psychol., 43, 248-259.
    • (1982) J. Personlty Socl Psychol. , vol.43 , pp. 248-259
    • Smith, E.R.1
  • 114
    • 0003497097 scopus 로고
    • Engineering Methods to Optimize Quality and Minimize Costs (Engl. Transl.). New York: Quality Resources.
    • Taguchi, G. (1987) System of Experimental Design:Engineering Methods to Optimize Quality and Minimize Costs (Engl. Transl.). New York: Quality Resources.
    • (1987) System of Experimental Design
    • Taguchi, G.1
  • 115
    • 80053468109 scopus 로고    scopus 로고
    • Semiparametric theory for causal mediation analysis: efficiency bounds, multiple robustness, and sensitivity analysis
    • Harvard University School of Public Health, Cambridge. (Available from)
    • Tchetgen Tchetgen, E. J. and Shpitser, I. (2011) Semiparametric theory for causal mediation analysis: efficiency bounds, multiple robustness, and sensitivity analysis. Working Paper 130. Harvard University School of Public Health, Cambridge. (Available from http://biostats.bepress.com/harvardbiostat/paper130.)
    • (2011) Working Paper 130
    • Tchetgen Tchetgen, E.J.1    Shpitser, I.2
  • 116
    • 54049144616 scopus 로고    scopus 로고
    • Simple relations between principal stratification and direct and indirect effects
    • VanderWeele, T. J. (2008) Simple relations between principal stratification and direct and indirect effects. Statist. Probab. Lett., 78, 2957-2962.
    • (2008) Statist. Probab. Lett. , vol.78 , pp. 2957-2962
    • VanderWeele, T.J.1
  • 117
    • 77953957904 scopus 로고    scopus 로고
    • Bias formulas for sensitivity analysis for direct and indirect effects
    • VanderWeele, T. J. (2010) Bias formulas for sensitivity analysis for direct and indirect effects. Epidemiology, 21, 540-551.
    • (2010) Epidemiology , vol.21 , pp. 540-551
    • VanderWeele, T.J.1
  • 118
    • 84859633668 scopus 로고    scopus 로고
    • Mediation analysis with multiple versions of the mediator
    • VanderWeele, T. J. (2012) Mediation analysis with multiple versions of the mediator. Epidemiology, 23, 454-463.
    • (2012) Epidemiology , vol.23 , pp. 454-463
    • VanderWeele, T.J.1
  • 120
    • 0001589778 scopus 로고
    • Correlation and causation
    • Wright, S. (1921) Correlation and causation. J. Agric. Res., 20, 557-585.
    • (1921) J. Agric. Res. , vol.20 , pp. 557-585
    • Wright, S.1


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