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Mediation: R package for causal mediation analysis
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نویسنده
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tingley d. ,yamamoto t. ,hirose k. ,keele l. ,imai k.
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منبع
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journal of statistical software - 2014 - دوره : 59 - - کد همایش: - صفحه:1 -38
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چکیده
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In this paper,we describe the r package mediation for conducting causal mediation analysis in applied empirical research. in many scientific disciplines,the goal of researchers is not only estimating causal effects of a treatment but also understanding the process in which the treatment causally affects the outcome. causal mediation analysis is frequently used to assess potential causal mechanisms. the mediation package implements a comprehensive suite of statistical tools for conducting such an analysis. the package is organized into two distinct approaches. using the model-based approach,researchers can estimate causal mediation effects and conduct sensitivity analysis under the standard research design. furthermore,the design-based approach provides several analysis tools that are applicable under different experimental designs. this approach requires weaker assumptions than the model-based approach. we also implement a statistical method for dealing with multiple (causally dependent) mediators,which are often encountered in practice. finally,the package also offers a methodology for assessing causal mediation in the presence of treatment noncompliance,a common problem in randomized trials. © 2014,journal of statistical software. all rights reserved.
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کلیدواژه
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Causal mechanisms; Mediation analysis; Mediation ,R.
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آدرس
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department of government,harvard university,1737 cambridge st,cambridge,ma, United States, department of political science,massachusetts institute of technology,77 massachusetts avenue,cambridge,ma e53-463, United States, department of politics,princeton university,princeton,nj, United States, department of political science,pennsylvania state university,211 pond lab,university park,pa, United States, department of politics,princeton university,princeton,nj, United States
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Authors
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