Practical Propensity Score Methods Using R - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Practical Propensity Score Methods Using R write by Walter Leite. This book was released on 2016-10-28. Practical Propensity Score Methods Using R available in PDF, EPUB and Kindle. Practical Propensity Score Methods Using R by Walter Leite is a practical book that uses a step-by-step analysis of realistic examples to help students understand the theory and code for implementing propensity score analysis with the R statistical language. With a comparison of both well-established and cutting-edge propensity score methods, the text highlights where solid guidelines exist to support best practices and where there is scarcity of research. Readers will find that this scaffolded approach to R and the book’s free online resources help them apply the text’s concepts to the analysis of their own data.
Practical propensity score methods using R
Practical propensity score methods using R - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Practical propensity score methods using R write by Walter Leite. This book was released on 2017. Practical propensity score methods using R available in PDF, EPUB and Kindle. This practical book uses a step--by--step analysis of realistic examples to help students understand the theory and code for implementing propensity score analysis with the R statistical language. With a comparison of both well--established and cutting--edge propensity score methods, the text highlights where solid guidelines exist to support best practices and where there is scarcity of research. Readers will find that this scaffolded approach to R and the book's free online resources help them apply the text's concepts to the analysis of their own data.
Propensity Score Analysis
Propensity Score Analysis - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Propensity Score Analysis write by Shenyang Guo. This book was released on 2015. Propensity Score Analysis available in PDF, EPUB and Kindle. Provides readers with a systematic review of the origins, history, and statistical foundations of Propensity Score Analysis (PSA) and illustrates how it can be used for solving evaluation and causal-inference problems.
Propensity Score Analysis
Propensity Score Analysis - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Propensity Score Analysis write by Wei Pan. This book was released on 2015-04-07. Propensity Score Analysis available in PDF, EPUB and Kindle. This book is designed to help researchers better design and analyze observational data from quasi-experimental studies and improve the validity of research on causal claims. It provides clear guidance on the use of different propensity score analysis (PSA) methods, from the fundamentals to complex, cutting-edge techniques. Experts in the field introduce underlying concepts and current issues and review relevant software programs for PSA. The book addresses the steps in propensity score estimation, including the use of generalized boosted models, how to identify which matching methods work best with specific types of data, and the evaluation of balance results on key background covariates after matching. Also covered are applications of PSA with complex data, working with missing data, controlling for unobserved confounding, and the extension of PSA to prognostic score analysis for causal inference. User-friendly features include statistical program codes and application examples. Data and software code for the examples are available at the companion website (www.guilford.com/pan-materials).
Using Propensity Scores in Quasi-Experimental Designs
Using Propensity Scores in Quasi-Experimental Designs - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Using Propensity Scores in Quasi-Experimental Designs write by William M. Holmes. This book was released on 2013-06-10. Using Propensity Scores in Quasi-Experimental Designs available in PDF, EPUB and Kindle. Using Propensity Scores in Quasi-Experimental Designs, by William M. Holmes, examines how propensity scores can be used to reduce bias with different kinds of quasi-experimental designs and to fix or improve broken experiments. Requiring minimal use of matrix and vector algebra, the book covers the causal assumptions of propensity score estimates and their many uses, linking these uses with analysis appropriate for different designs. Thorough coverage of bias assessment, propensity score estimation, and estimate improvement is provided, along with graphical and statistical methods for this process. Applications are included for analysis of variance and covariance, maximum likelihood and logistic regression, two-stage least squares, generalized linear regression, and general estimation equations. The examples use public data sets that have policy and programmatic relevance across a variety of disciplines.
