Data Analysis Using Regression and Multilevel/Hierarchical Models
eBook - PDF

Data Analysis Using Regression and Multilevel/Hierarchical Models

Andrew Gelman, Jennifer Hill

  1. English
  2. PDF
  3. Available on iOS & Android
eBook - PDF

Data Analysis Using Regression and Multilevel/Hierarchical Models

Andrew Gelman, Jennifer Hill

Book details
Table of contents
Citations

About This Book

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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Information

Publisher
Cambridge University Press
Year
2006
ISBN
9780511266836
Topic
Mathematics
Subtopic
Probability & Statistics
Index
Mathematics

Table of contents

Citation styles for Data Analysis Using Regression and Multilevel/Hierarchical Models

APA 6 Citation

Gelman, A., & Hill, J. (2006). Data Analysis Using Regression and Multilevel/Hierarchical Models ([edition unavailable]). Cambridge University Press. Retrieved from https://www.perlego.com/book/1693626/data-analysis-using-regression-and-multilevelhierarchical-models-pdf (Original work published 2006)

Chicago Citation

Gelman, Andrew, and Jennifer Hill. (2006) 2006. Data Analysis Using Regression and Multilevel/Hierarchical Models. [Edition unavailable]. Cambridge University Press. https://www.perlego.com/book/1693626/data-analysis-using-regression-and-multilevelhierarchical-models-pdf.

Harvard Citation

Gelman, A. and Hill, J. (2006) Data Analysis Using Regression and Multilevel/Hierarchical Models. [edition unavailable]. Cambridge University Press. Available at: https://www.perlego.com/book/1693626/data-analysis-using-regression-and-multilevelhierarchical-models-pdf (Accessed: 14 October 2022).

MLA 7 Citation

Gelman, Andrew, and Jennifer Hill. Data Analysis Using Regression and Multilevel/Hierarchical Models. [edition unavailable]. Cambridge University Press, 2006. Web. 14 Oct. 2022.