£86.99

Cambridge University Press Handbook for Applied Modeling: Non-Gaussian and Correlated Data

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£91.39 £82.37 £84.34 £86.31 £88.27 £90.24 £92.21 09 June 2024 15 November 2024 23 April 2025 29 September 2025 08 March 2026

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Description

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.

Product Specifications

Format
Hardcover
Domain
Amazon UK
Release Date
14 July 2017
Listed Since
26 November 2016

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