Causal Inference in Statistics, Social, and Biomedical Sciences: An Introduction - Hardcover

Guido W. Imbens , Donald B. Rubin

9780521885881: Causal Inference in Statistics, Social, and Biomedical Sciences: An Introduction

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ISBN 10: 0521885884 ISBN 13: 9780521885881

Verlag: Cambridge University Press, 2015

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This text presents statistical methods for studying causal effects and discusses how readers can assess such effects in simple randomized experiments.

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�ber die Autorin bzw. den Autor

Guido W. Imbens is Professor of Economics at the Graduate School of Business, Stanford University. He has held tenured faculty positions at Harvard University, the University of California, Los Angeles, the University of California, Berkeley, and Stanford University. He is a fellow of the Econometric Society and the American Academy of Arts and Sciences. Imbens has published widely in economics and statistics journals, including Econometrica, The American Economic Review, the Annals of Statistics, the Journal of the American Statistical Association, Biometrika, and the Journal of the Royal Statistical Society.

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Verlag: Cambridge University Press
Erscheinungsdatum: 2015
Sprache: Englisch
ISBN 10: 0521885884
ISBN 13: 9780521885881
Einband: Gebundene Ausgabe
Anzahl der Seiten: 592
Kontakt zum Hersteller: Cambridge University Press
https://www.cambridge.org/

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Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction

Imbens, Guido W.

Verlag: Cambridge University Press, 2015

ISBN 10: 0521885884 ISBN 13: 9780521885881

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Causal Inference for Statistics, Social, and Biomedical Sciences : An Introduction

Imbens, Guido W.; Rubin, Donald B.

Verlag: Cambridge University Press, 2015

ISBN 10: 0521885884 ISBN 13: 9780521885881

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Causal Inference for Statistics, Social, and Biomedical Sciences : An Introduction

Imbens, Guido W.; Rubin, Donald B.

Verlag: Cambridge University Press, 2015

ISBN 10: 0521885884 ISBN 13: 9780521885881

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Causal Inference for Statistics, Social, and Biomedical Sciences: An Introduction

Imbens, Guido W.; Rubin, Donald B.

Verlag: Cambridge University Press, 2015

ISBN 10: 0521885884 ISBN 13: 9780521885881

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Causal Inference for Statistics, Social, and Biomedical Sciences (Hardcover)

Guido W. Imbens

Verlag: Cambridge University Press, Cambridge, 2015

ISBN 10: 0521885884 ISBN 13: 9780521885881

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Hardcover. Zustand: new. Hardcover. Most questions in social and biomedical sciences are causal in nature: what would happen to individuals, or to groups, if part of their environment were changed? In this groundbreaking text, two world-renowned experts present statistical methods for studying such questions. This book starts with the notion of potential outcomes, each corresponding to the outcome that would be realized if a subject were exposed to a particular treatment or regime. In this approach, causal effects are comparisons of such potential outcomes. The fundamental problem of causal inference is that we can only observe one of the potential outcomes for a particular subject. The authors discuss how randomized experiments allow us to assess causal effects and then turn to observational studies. They lay out the assumptions needed for causal inference and describe the leading analysis methods, including matching, propensity-score methods, and instrumental variables. Many detailed applications are included, with special focus on practical aspects for the empirical researcher. This text presents statistical methods for studying causal effects and discusses how readers can assess such effects in simple randomized experiments. Shipping may be from multiple locations in the US or from the UK, depending on stock availability. Bestandsnummer des Verk�ufers 9780521885881

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