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कारण अनुमान के लिए प्लेसबो परीक्षण×DAG Causal Identification×
क्षेत्रकारणात्मक अनुमानकारणात्मक अनुमान
परिवारRegression modelRegression model
उद्भव वर्ष20102009
प्रवर्तकAbadie, Diamond & Hainmueller (synthetic control placebos); Imbens & Lemieux (RDD validity)Judea Pearl
प्रकारFalsification / robustness test family for causal inferenceCausal identification framework
मौलिक स्रोतAbadie, A., Diamond, A., & Hainmueller, J. (2010). Synthetic Control Methods for Comparative Case Studies: Estimating the Effect of California's Tobacco Control Program. Journal of the American Statistical Association, 105(490), 493-505. DOI ↗Pearl, J. (2009). Causality: Models, Reasoning, and Inference (2nd ed.). Cambridge University Press. ISBN: 978-0521895606
उपनामfalsification tests, placebo checks, refutation tests, Plasebo Testleri — Nedensel Çıkarım Doğrulamado-calculus, backdoor adjustment, Pearl causal identification, DAG ile Nedensel Tanımlama (do-calculus)
संबंधित55
सारांशPlacebo tests are a family of falsification checks that probe the credibility of a causal claim by re-running the analysis on a fake treatment, a false intervention date, or an outcome that should not have been affected. The approach was popularised through the synthetic control work of Abadie, Diamond and Hainmueller (2010) and the regression-discontinuity validity checks of Imbens and Lemieux (2008).DAG causal identification is a framework, developed by Judea Pearl (2009), that encodes causal assumptions as a directed acyclic graph and uses the do-calculus rules to determine whether and how a causal effect can be identified from observational data. It systematically handles confounders, instrumental variables, and backdoor paths.
ScholarGateडेटासेट
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  3. PUBLISHED
  1. v1
  2. 2 स्रोत
  3. PUBLISHED

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