Advanced Regression Models with SAS and R

Author:   Olga Korosteleva
Publisher:   Taylor & Francis Ltd
ISBN:  

9780367732424


Pages:   324
Publication Date:   18 December 2020
Format:   Paperback
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

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Advanced Regression Models with SAS and R


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Full Product Details

Author:   Olga Korosteleva
Publisher:   Taylor & Francis Ltd
Imprint:   Chapman & Hall/CRC
Weight:   0.453kg
ISBN:  

9780367732424


ISBN 10:   0367732424
Pages:   324
Publication Date:   18 December 2020
Audience:   College/higher education ,  General/trade ,  Tertiary & Higher Education ,  General
Format:   Paperback
Publisher's Status:   Active
Availability:   In Print   Availability explained
This item will be ordered in for you from one of our suppliers. Upon receipt, we will promptly dispatch it out to you. For in store availability, please contact us.

Table of Contents

Multiple Linear Regression Models. Regression Models for Binary Response. Regression Models for Categorical Response. Generalized Linear Models for Count Response. Poisson Regression Model. Generalized Linear Models for Over-dispersed Count Response. Negative Binomial Regression Model. Regression Models for Continuous Proportion Response. Linear Mixed Models for Longitudinal Data. Generalized Linear Mixed Models for Longitudinal Data. Generalized Estimating Equations Regression Model. Hierarchical Regression Models. Structural Equation Modelling.

Reviews

"""This book can be summarized as a cookbook of various types of regression model and their implementations using SAS and R statistical software. The chapters follow a specific pattern of presentation, starting with a brief introduction to the theory behind a technique, followed by the SAS and R implementations... At the end of each chapter there are exercise problems that interested readers and students would find useful. The book also has a companion website with all the data in CSV format, while a solutions manual to the exercise problems is available for instructors... This book is unique in the sense that it provides recipes for almost all types of regression model. The author intelligently avoids much about the theory but does not ignore it altogether. The theory is presented at a minimum level and in an amount that is necessary for those interested... It should be especially useful for R users who will find all of the various packages that are needed for these regression models."" - Enayet Raheem, ISCB December 2019"


This book can be summarized as a cookbook of various types of regression model and their implementations using SAS and R statistical software. The chapters follow a specific pattern of presentation, starting with a brief introduction to the theory behind a technique, followed by the SAS and R implementations... At the end of each chapter there are exercise problems that interested readers and students would find useful. The book also has a companion website with all the data in CSV format, while a solutions manual to the exercise problems is available for instructors... This book is unique in the sense that it provides recipes for almost all types of regression model. The author intelligently avoids much about the theory but does not ignore it altogether. The theory is presented at a minimum level and in an amount that is necessary for those interested... It should be especially useful for R users who will find all of the various packages that are needed for these regression models. - Enayet Raheem, ISCB December 2019


Author Information

Olga Korosteleva is an associate professor of statistics in the Department of Mathematics and Statistics at California State University, Long Beach (CSULB). She received a Ph.D. in statistics from Purdue University.

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