Bayesian Multilevel Models for Repeated Measures Data

Bayesian Multilevel Models for Repeated Measures Data A Conceptual and Practical Introduction in R

Hardback (18 May 2023)

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Publisher's Synopsis

This comprehensive book is an introduction to multilevel Bayesian models in R using brms and the Stan programming language. Featuring a series of fully worked analyses of repeated measures data, the focus is placed on active learning through the analyses of the progressively more complicated models presented throughout the book.

In this book, the authors offer an introduction to statistics entirely focused on repeated measures data beginning with very simple two-group comparisons and ending with multinomial regression models with many 'random effects'. Across 13 well-structured chapters, readers are provided with all the code necessary to run all the analyses and make all the plots in the book, as well as useful examples of how to interpret and write up their own analyses.

This book provides an accessible introduction for readers in any field, with any level of statistical background. Senior undergraduate students, graduate students, and experienced researchers looking to 'translate' their skills with more traditional models to a Bayesian framework will benefit greatly from the lessons in this text.

About the Publisher

Routledge

Routledge

Routledge is the world's leading academic publisher in the Humanities and Social Sciences. We publish thousands of books and journals each year, serving scholars, instructors, and professional communities worldwide. Our current publishing programme encompasses groundbreaking textbooks and premier, peer-reviewed research in the Social Sciences, Humanities, and Built Environment. We have partnered with many of the most influential societies and academic bodies to publish their journals and book series. Readers can access tens of thousands of print and e-books from our extensive catalogue of titles. Routledge is a member of Taylor & Francis Group, an informa business.

Book information

ISBN: 9781032259628
Publisher: Taylor & Francis
Imprint: Routledge
Pub date:
DEWEY: 519.542
DEWEY edition: 23
Language: English
Number of pages: 464
Weight: 1080g
Height: 180mm
Width: 253mm
Spine width: 33mm