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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Informatik An Introduction to the Theory of Observational Studies
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An Introduction to the Theory of Observational Studies
Paul R. Rosenbaum (Gebundene Ausgabe, Englisch)
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Beschreibung
This book is an introduction to the theory of causal inference in observational studies. An observational study draws inferences about the effects caused by treatments or preventable exposures when randomized experimentation is unethical or infeasible. An observational study is distinguished from an experiment by the problems that follow from the absence of randomized assignment of individuals to… treatments. Observational studies are common in most fields that study the effects of treatments or policies on people, including public health and epidemiology, economics and public policy, medicine and clinical psychology, and criminology and empirical legal studies. After Part I reviews causal inference in randomized experiments, the twelve short chapters in Parts II, III and IV introduce modern topics: the propensity score, ignorable treatment assignment, the principal unobserved covariate, algorithms for optimal matching, randomized reassignment techniques for appraising the covariate balance achieved by matching, covariance adjustment, sensitivity analysis, design sensitivity, ways to design an observational study to be insensitive to larger unmeasured biases, the large sample efficiency of a sensitivity analysis, quasi-experimental devices that provide observable information about unmeasured biases, evidence factors and complementary analyses to address unmeasured biases. The book is accessible to anyone who has completed an undergraduate course in mathematical statistics. The subject is developed with the aid of two simple empirical examples concerning the health benefits or harms caused by consuming alcohol. The data for these examples and their reanalyses are freely available in an R package, iTOS, associated with Introduction to the Theory of Observational Studies . Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
03.07.2025
Sprache
Englisch
EAN
9783031904936
Herausgeber
Springer International Publishing
Serien- oder Bandtitel
Springer Texts in Statistics
Sonderedition
Nein
Autor
Paul R. Rosenbaum
Seitenanzahl
407
Einbandart
Gebundene Ausgabe
Schlagwörter
causal inference, causality, covariance adjustment, design sensitivity, econometrics, epidemiology, evidence factors, experimental design, instrumental variables, matching, natural experiment, network optimization, optimal matching, propensity score, observational study, quasi-experimental design, randomized experiment, randomized clinical trial, research design, sensitivity analysis
Thema-Inhalt
UN - Datenbanken
PBT - Wahrscheinlichkeitsrechnung und Statistik
JHBC - Sozialforschung und -statistik
MBNS - Epidemiologie und medizinische Statistik
Höhe
235 mm
Breite
15.5 cm
Transparenz & Sicherheit
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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