Regression Models for Categorical and Count Data

Regression Models for Categorical and Count Data by Peter Martin, published by Sage on March 7, 2022, is a comprehensive guide designed for those looking to conduct regression analysis on categorical and count data. This 272-page text provides practical guidance, combining theoretical foundations with real-world applications, and is presented in English. The book includes numerous graphs to support the learning process, making it accessible for researchers in various fields.
Readers will find detailed instructions on using logistic regression models for binary, ordinal, and multinomial outcomes, as well as insights into applying count regression techniques such as Poisson and negative binomial models. The text emphasizes the importance of selecting the most suitable model for specific research needs and outlines general principles of effective statistical modeling. As part of The SAGE Quantitative Research Kit, this edition equips readers with the necessary skills and confidence to navigate their quantitative research endeavors.
Official synopsis Publisher
This text provides practical guidance on conducting regression analysis on categorical and count data. Step by step and supported by lots of helpful graphs, it covers both the theoretical underpinnings of these methods as well as their application, giving you the skills needed to apply them to your own research. It offers guidance on:
· Using logistic regression models for binary, ordinal, and multinomial outcomes
· Applying count regression, including Poisson, negative binomial, and zero-inflated models
· Choosing the most appropriate model to use for your research
· The general principles of good statistical modelling in practice
Part of The SAGE Quantitative Research Kit, this book will give you the know-how and confidence needed to succeed on your quantitative research journey
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