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Data Analysis Using Regression and Multilevel/Hierarchical Models - Couverture souple

Livre 5 sur 15: Analytical Methods for Social Research

Gelman, Andrew

 
9780521686891: Data Analysis Using Regression and Multilevel/Hierarchical Models
Couverture souple
ISBN 10 : 052168689X ISBN 13 : 9780521686891
Editeur : Cambridge University Press, 2007

Synopsis

Data Analysis Using Regression and Multilevel/Hierarchical Models, first published in 2007, is a comprehensive manual for the applied researcher who wants to perform data analysis using linear and nonlinear regression and multilevel models. The book introduces a wide variety of models, whilst at the same time instructing the reader in how to fit these models using available software packages. The book illustrates the concepts by working through scores of real data examples that have arisen from the authors' own applied research, with programming codes provided for each one. Topics covered include causal inference, including regression, poststratification, matching, regression discontinuity, and instrumental variables, as well as multilevel logistic regression and missing-data imputation. Practical tips regarding building, fitting, and understanding are provided throughout.

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À propos des auteurs

Andrew Gelman is Professor of Statistics and Professor of Political Science at Columbia University. He has published over 150 articles in statistical theory, methods, and computation, and in applications areas including decision analysis, survey sampling, political science, public health, and policy. His other books are Bayesian Data Analysis (1995, second edition 2003) and Teaching Statistics: A Bag of Tricks (2002).

Jennifer Hill is Assistant Professor of Public Affairs in the Department of International and Public Affairs at Columbia University. She has co-authored articles that have appeared in the Journal of the American Statistical Association, American Political Science Review, American Journal of Public Health, Developmental Psychology, the Economic Journal and the Journal of Policy Analysis and Management, among others.

Les informations fournies dans la section « A propos du livre » peuvent faire référence à une autre édition de ce titre.

Éditeur
Cambridge University Press
Date d'édition
2007
Langue
anglais
ISBN 10 
052168689X
ISBN 13 
9780521686891
Reliure
Broché
Numéro d'édition
1
Nombre de pages
648
Coordonnées du fabricant
non disponible
Personne responsable
Avery
https://www.avery.fr/

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