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Regression Models for Categorical and Count Data de Peter Martin

Regression Models for Categorical and Count Data: The SAGE Quantitative Research Kit

Autor Peter Martin
en Limba Engleză Paperback – 20 mar 2022
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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Specificații

ISBN-13: 9781529761269
ISBN-10: 1529761263
Pagini: 272
Dimensiuni: 170 x 242 x 18 mm
Greutate: 0.44 kg
Ediția:1
Editura: SAGE Publications
Colecția Sage Publications Ltd
Seria The SAGE Quantitative Research Kit

Locul publicării:London, United Kingdom

Recenzii

An accessible but rigorous introduction to data analysis that makes good use of real-world examples. The focus in this book on categorical and count data makes it particularly appropriate for social scientists who are often aiming to understand the predictors of social phenomena that cannot be measured numerically.


Anyone willing to learn about regression for the first time, as well as readers already familiar with the topic, can dive straight into this book and will be positively surprised by its clarity and accessibility. It covers everything one has to know when it comes to regression models for categorical and count data. [...] It has very apt examples and a clear style of writing. I think that the author has done a great job of keeping all the explanations as understandable as possible, making them accessible to anyone interested in the topic. All in all, this is an extremely good book and I highly recommend it if you want to learn more about regression.

Cuprins

Introduction
Logistic regression
Ordinal logistic regression: the generalised ordered logit model
Multinomial logistic regression
Regression models for count data
The practice of modelling

Notă biografică

Dr Peter Martin is Lecturer in Applied Statistics at University College London. He has taught statistics to students of sociology, psychology, epidemiology, and other disciplines since 2003. One of the joys of being a statistician is that it opens doors to research collaborations with many people in diverse fields. Dr Martin has been involved in investigations in life course research, survey methodology, and the analysis of racism. In recent years his research has focused on health inequalities, psychotherapy, and the evaluation of healthcare services. He has a particular interest in topics around mental health.

Descriere

In this engaging and well-illustrated volume of the SAGE Quantitative Research Kit, Peter Martin provides practical guidance on conducting regression analysis on categorical and count data. The author covers both the theory and application of statistical models, with the help of illuminating graphs.