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Data Analysis Using Regression and Multilevel/Hierarchical Models

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Engelsk
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 non...

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Forlagsbeskrivelse af Data Analysis Using Regression and Multilevel/Hierarchical Models af Andrew Gelman

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.

Detaljer

Forlag
Cambridge University Press
ISBN
9780521686891
Sprog
Engelsk
Sider
648
Udgivelsesdato
18-12-2006
Format
Paperback
Varenr.
3384983
EAN nr.
9780521686891
Varegruppe
Engelsk non fiction div.

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