Statistical approaches for causal inference
نویسندگان
چکیده
منابع مشابه
Classical and causal inference approaches to statistical mediation analysis
Resumen Background: Although there is a broad consensus on the use of statistical procedures for mediation analysis in psychological research, the interpretation of the effect of mediation is highly controversial because of the potential violation of the assumptions required in application, most of which are ignored in practice. Method: This paper summarises two currently independent procedures...
متن کاملClassical and causal inference approaches to statistical mediation analysis.
BACKGROUND Although there is a broad consensus on the use of statistical procedures for mediation analysis in psychological research, the interpretation of the effect of mediation is highly controversial because of the potential violation of the assumptions required in application, most of which are ignored in practice. METHOD This paper summarises two currently independent procedures for med...
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چکیده ندارد.
15 صفحه اولCausal statistical inference in high dimensions
We present a short selective review of causal inference from observational data, with a particular emphasis on the high-dimensional scenario where the number of measured variables may be much larger than sample size. Despite major identifiability problems, making causal inference from observational data very ill-posed, we outline a methodology providing useful bounds for causal effects. Further...
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Building upon the statistical framework of causal inference, we consider classical approaches to statistical analysis of randomized experiments. The use of randomized experiments in scientific inquiry goes back at least to the 19th century, but formal statistical methods to analyze these experiments were developed in early 20th century by J. Neyman and R. Fisher. The methods they developed were...
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ژورنال
عنوان ژورنال: SCIENTIA SINICA Mathematica
سال: 2018
ISSN: 1674-7216
DOI: 10.1360/n012018-00055