Handbook for Applied Modeling: Non-Gaussian and Correlated Data

Nonfiction, Science & Nature, Mathematics, Statistics, Social & Cultural Studies, Social Science
Cover of the book Handbook for Applied Modeling: Non-Gaussian and Correlated Data by Jamie D. Riggs, Trent L. Lalonde, Cambridge University Press
View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart
Author: Jamie D. Riggs, Trent L. Lalonde ISBN: 9781108206914
Publisher: Cambridge University Press Publication: July 14, 2017
Imprint: Cambridge University Press Language: English
Author: Jamie D. Riggs, Trent L. Lalonde
ISBN: 9781108206914
Publisher: Cambridge University Press
Publication: July 14, 2017
Imprint: Cambridge University Press
Language: English

Designed for the applied practitioner, this book is a compact, entry-level guide to modeling and analyzing non-Gaussian and correlated data. Many practitioners work with data that fail the assumptions of the common linear regression models, necessitating more advanced modeling techniques. This Handbook presents clearly explained modeling options for such situations, along with extensive example data analyses. The book explains core models such as logistic regression, count regression, longitudinal regression, survival analysis, and structural equation modelling without relying on mathematical derivations. All data analyses are performed on real and publicly available data sets, which are revisited multiple times to show differing results using various modeling options. Common pitfalls, data issues, and interpretation of model results are also addressed. Programs in both R and SAS are made available for all results presented in the text so that readers can emulate and adapt analyses for their own data analysis needs. Data, R, and SAS scripts can be found online at http://www.spesi.org.

View on Amazon View on AbeBooks View on Kobo View on B.Depository View on eBay View on Walmart

Designed for the applied practitioner, this book is a compact, entry-level guide to modeling and analyzing non-Gaussian and correlated data. Many practitioners work with data that fail the assumptions of the common linear regression models, necessitating more advanced modeling techniques. This Handbook presents clearly explained modeling options for such situations, along with extensive example data analyses. The book explains core models such as logistic regression, count regression, longitudinal regression, survival analysis, and structural equation modelling without relying on mathematical derivations. All data analyses are performed on real and publicly available data sets, which are revisited multiple times to show differing results using various modeling options. Common pitfalls, data issues, and interpretation of model results are also addressed. Programs in both R and SAS are made available for all results presented in the text so that readers can emulate and adapt analyses for their own data analysis needs. Data, R, and SAS scripts can be found online at http://www.spesi.org.

More books from Cambridge University Press

Cover of the book Thoreau at 200 by Jamie D. Riggs, Trent L. Lalonde
Cover of the book Child Development in Educational Settings by Jamie D. Riggs, Trent L. Lalonde
Cover of the book Revisiting the Origins of Human Rights by Jamie D. Riggs, Trent L. Lalonde
Cover of the book The Digital Humanities by Jamie D. Riggs, Trent L. Lalonde
Cover of the book Conserving Africa's Mega-Diversity in the Anthropocene by Jamie D. Riggs, Trent L. Lalonde
Cover of the book Advanced Engineering Dynamics by Jamie D. Riggs, Trent L. Lalonde
Cover of the book Indigenous Peoples and the Second World War by Jamie D. Riggs, Trent L. Lalonde
Cover of the book Lorenzo Ghiberti's Gates of Paradise by Jamie D. Riggs, Trent L. Lalonde
Cover of the book Mozart's Requiem by Jamie D. Riggs, Trent L. Lalonde
Cover of the book Secular Conversions by Jamie D. Riggs, Trent L. Lalonde
Cover of the book Injury and Injustice by Jamie D. Riggs, Trent L. Lalonde
Cover of the book Research Methods in Language Variation and Change by Jamie D. Riggs, Trent L. Lalonde
Cover of the book The Roots of Platonism by Jamie D. Riggs, Trent L. Lalonde
Cover of the book Judicial Dialogue and Human Rights by Jamie D. Riggs, Trent L. Lalonde
Cover of the book Developing Countries and Preferential Services Trade by Jamie D. Riggs, Trent L. Lalonde
We use our own "cookies" and third party cookies to improve services and to see statistical information. By using this website, you agree to our Privacy Policy