Beyond Multiple Linear Regression

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1. ISBN-10

   1439885389
2. ISBN-13

   978-1439885383
3. Beyond Multiple Linear Regression: Exploiting Generalized Linear Models and Multilevel Models in R 

   This book targets undergraduate scholars who have successfully completed a multiple linear regression course. It aims to help them broaden their modeling toolkit by incorporating non-standard responses and correlated structures. The authors introduce advanced topics such as probability theory, zero-inflated Poisson, and parametric bootstrapping in a practical and intuitive manner without any strict mathematical prerequisites. Numerous case studies and exercises utilize real data and research questions, most of which come from collaborative studies conducted by the authors, their students, or student projects. Each chapter encompasses various conceptual exercises, guided exercises, and open-ended exercises using real data. Upon completion of this material, students will have expanded their toolkit and gained a deeper understanding of the extensive realm of data and statistical modeling.