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[R.Books]Extending the Linear Model with R.pdf

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    Book cover
    Series-Title
    Title
    Copyright
    Preface
    Contents
    1 Introduction
    2 Binomial Data
    3 Count Regression
    4 Contingency Tables
    5 Multinomial Data
    6 Generalized Linear Models
    7 Other GLMs
    8 Random Effects
    9 Repeated Measures and Longitudinal Data
    10 Mixed Effect Models for Nonnormal Responses
    11 Nonparametric Regression
    12 Additive Models
    13 Trees
    14 Neural Networks
    Appendix A
    Appendix B
    Bibliography
    Index
    CHAPMAN & HALL/CRC Texts in Statistical Science Series Series Editors Bradley P.Carlin, University of Minnesota, USA Chris Chatfield, University of Bath, UK Martin Tanner, Northwestern University, USA Jim Zidek, University of British Columbia, Canada Analysis of Failure and Survival Data Peter J.Smith The Analysis and Interpretation of Multivariate Data for Social Scientists David J.Bartholomew, Fiona Steele, Irini Moustaki, and Jane Galbraith The Analysis of Time Series—An Introduction, Sixth Edition Chris Chatfield Applied Bayesian Forecasting and Time Series Analysis A.Pole, M.West and J.Harrison Applied Nonparametric Statistical Methods, Third Edition P.Sprent and N.C.Smeeton Applied Statistics—Handbook of GENSTAT Analysis E.J.Snell and H.Simpson Applied Statistics—Principles and Examples D.R.Cox and E.J.Snell Bayes and Empirical Bayes Methods for Data Analysis, Second Edition Bradley P.Carlin and Thomas A.Louis Bayesian Data Analysis, Second Edition Andrew Gelman, John B.Carlin, Hal S.Stern, and Donald B.Rubin Beyond ANOVA—Basics of Applied Statistics R.G.Miller, Jr.
    Computer-Aided Multivariate Analysis, Fourth Edition A.A.Afifi and V.A.Clark A Course in Categorical Data Analysis T.Leonard A Course in Large Sample Theory T.S.Ferguson Data Driven Statistical Methods P.Sprent Decision Analysis—A Bayesian Approach J.Q.Smith Elementary Applications of Probability Theory, Second Edition H.C.Tuckwell Elements of Simulation B.J.T.Morgan Epidemiology—Study Design and Data Analysis, Second Edition M.Woodward Essential Statistics, Fourth Edition D.A.G.Rees Extending the Linear Model with R: Generalized Linear, Mixed Effects and Nonparametric Regression Models Julian J.Faraway A First Course in Linear Model Theory Nalini Ravishanker and Dipak K.Dey Interpreting Data—A First Course in Statistics A.J.B.Anderson An Introduction to Generalized Linear Models, Second Edition A.J.Dobson Introduction to Multivariate Analysis C.Chatfield and A.J.Collins Introduction to Optimization Methods and Their Applications in Statistics B.S.Everitt
    Large Sample Methods in Statistics P.K.Sen and J.da Motta Singer Linear Models with R Julian J.Faraway Markov Chain Monte Carlo—Stochastic Simulation for Bayesian Inference D.Gamerman Mathematical Statistics K.Knight Modeling and Analysis of Stochastic Systems V.Kulkarni Modelling Binary Data, Second Edition D.Collett Modelling Survival Data in Medical Research, Second Edition D.Collett Multivariate Analysis of Variance and Repeated Measures—A Practical Approach for Behavioural Scientists D.J.Hand and C.C.Taylor Multivariate Statistics—A Practical Approach B.Flury and H.Riedwyl Practical Data Analysis for Designed Experiments B.S.Yandell Practical Longitudinal Data Analysis D.J.Hand and M.Crowder Practical Statistics for Medical Research D.G.Altman Probability—Methods and Measurement A.O’Hagan Problem Solving—A Statistician’s Guide, Second Edition C.Chatfield Randomization, Bootstrap and Monte Carlo Methods in Biology, Second Edition B.F.J.Manly
    Readings in Decision Analysis S.French Sampling Methodologies with Applications Poduri S.R.S.Rao Spatial Data Analysis Oliver Schabenberger and Carol A.Gotway Statistical Analysis of Reliability Data M.J.Crowder, A.C.Kimber, T.J.Sweeting, and R.L.Smith Statistical Methods for Spatial Data Analysis Oliver Schabenberger and Carol A.Gotway Statistical Methods for SPC and TQM D.Bissell Statistical Methods in Agriculture and Experimental Biology, Second Edition R.Mead, R.N.Curnow, and A.M.Hasted Statistical Process Control—Theory and Practice, Third Edition G.B.Wetherill and D.W.Brown Statistical Theory, Fourth Edition B.W.Lindgren Statistics for Accountants S.Letchford Statistics for Epidemiology Nicholas P.Jewell Statistics for Technology—A Course in Applied Statistics, Third Edition C.Chatfield Statistics in Engineering—A Practical Approach A.V.Metcalfe Statistics in Research and Development, Second Edition R.Caulcutt Survival Analysis Using S—Analysis of Time-to-Event Data Mara Tableman and Jong Sung Kim
    The Theory of Linear Models B.Jørgensen Texts in Statistical Science
    Extending the Linear Model with R Generalized Linear, Mixed Effects and Nonparametric Regression Models Julian J.Faraway Boca Raton London New York
    Published in 2006 by Chapman & Hall/CRC Taylor & Francis Group 6000 Broken Sound Parkway NW, Suite 300 Boca Raton, FL 33487–2742 © 2006 by Taylor & Francis Group, LLC Chapman & Hall/CRC is an imprint of Taylor & Francis Group This edition published in the Taylor & Francis e-Library, 2006. “ To purchase your own copy of this or any of Taylor & Francis or Routledge’s collection of thousands of eBooks please go to http://www.ebookstore.tandf.co.uk/.” No claim to original U.S. Government works ISBN 0-203-49228-5 Master e-book ISBN ISBN 0-203-62105-0 (Adobe e-Reader Format) International Standard Book Number-10:1-58488-424-X (Print Edition) (Hardcover) International Standard Book Number-13:978-1-58488-424-8 (Print Edition) (Hardcover) Library of Congress Card Number 2005054822 This book contains information obtained from authentic and highly regarded sources. Reprinted material is quoted with permission, and sources are indicated. A wide variety of references are listed. Reasonable efforts have been made to publish reliable data and information, but the author and the publisher cannot assume responsibility for the validity of all materials or for the consequences of their use. No part of this book may be reprinted, reproduced, transmitted, or utilized in any form by any electronic, mechanical, or other means, now known or hereafter invented, including photocopying, microfilming, and recording, or in any information storage or retrieval system, without written permission from the publishers. For permission to photocopy or use material electronically from this work, please access http://www.copyright.com/ (http://www.copyright.com/) or contact the Copyright Clearance Center, Inc. (CCC) 222 Rosewood Drive, Danvers, MA 01923, 978–750–8400. CCC is a not-for- profit organization that provides licenses and registration for a variety of users. For organizations that have been granted a photocopy license by the CCC, a separate system of payment has been arranged. Trademark Notice: Product or corporate names may be trademarks or registered trademarks, and are used only for identification and explanation without intent to infringe. Library of Congress Cataloging-in-Publication Data Faraway, Julian James. Extending the linear model with R: generalized linear, mixed effects and nonparametric regression models/Julian J.Faraway. p. cm.—(Texts in statistical science) Includes bibliographical references and index. ISBN 1-58488-424-X 1. Analysis of variance. 2. Regression analysis. 3. R (Computer program languages)—Mathematical models. I. Title. II. Series. QA279.F368 2006 519.5–dc22 2005054822
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