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John D. Fox - An R Companion to Applied Regression

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John D. Fox An R Companion to Applied Regression

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An R Companion to Applied Regressionis a broad introduction to the R statistical computing environment in the context of applied regression analysis. John Fox and Sanford Weisberg provide a step-by-step guide to using the free statistical software R, an emphasis on integrating statistical computing in R with the practice of data analysis, coverage of generalized linear models, and substantial web-based support materials. TheThird Editionincludes a new chapter on mixed-effects models, new and updated data sets, and a de-emphasis on statistical programming, while retaining a general introduction to basic R programming. The authors have substantially updated both thecarandeffectspackages for R for this new edition, and include coverage of RStudio and R Markdown.

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An R Companion to Applied Regression

Third Edition

To the memory of my parents, Joseph and Diana

J. F.

For my teachers, and especially Fred Mosteller, who I think would have liked this book

S. W.

An R Companion to Applied Regression

Third Edition

  • John Fox
  • McMaster University
  • Sanford Weisberg
  • University of Minnesota
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  • Los Angeles
  • London
  • New Delhi
  • Singapore
  • Washington DC
  • Melbourne

Copyright 2019 by SAGE Publications, Inc.

All rights reserved. No part of this book may be reproduced or utilized in any form or by any means, electronic or mechanical, including photocopying, recording, or by any information storage and retrieval system, without permission in writing from the publisher.

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FOR INFORMATION:

SAGE Publications, Inc.

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ISBN: 978-1-5443-3647-3

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Sara Miller McCune founded SAGE Publishing in 1965 to support the dissemination of usable knowledge and educate a global community. SAGE publishes more than 1000 journals and over 800 new books each year, spanning a wide range of subject areas. Our growing selection of library products includes archives, data, case studies and video. SAGE remains majority owned by our founder and after her lifetime will become owned by a charitable trust that secures the companys continued independence.

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Preface

This book aims to provide an introduction to the R statistical computing environment (R Core Team, 2018) in the context of applied regression analysis, which is typically studied by social scientists and others in a second course in applied statistics. We assume that the reader is learning or is otherwise familiar with the statistical methods that we describe; thus, this book is a companionto a text or course on modern applied regression, such as, but not necessarily, our own Applied Regression Analysis and Generalized Linear Models, third edition (Fox, 2016) and Applied Linear Regression, fourth edition (Weisberg, 2014).

Of course, different texts and courses have somewhat different content, and different readers will have different needs and interests: If you encounter a topic that is unfamiliar or that is not of interest, feel free to skip it or to pass over it lightly. With a caveat concerning the continuity of examples within chapters, the book is designed to let you skip around and study only the sections you need, providing a reference to which you can turn when you encounter an unfamiliar subject.

The R Companion

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