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Extending the Linear
Model with R
Generalized Linear, Mixed
Effects and Nonparametric
Regression Models
SECOND EDITION
CHAPMAN & HALL/CRC
Texts in Statistical Science Series
Series Editors
Francesca Dominici, Harvard School of Public Health, USA
Julian J. Faraway, University of Bath, UK
Martin Tanner, Northwestern University, USA
Jim Zidek, University of British Columbia, Canada
Statistical eory: A Concise Introduction
F. Abramovich and Y. Ritov
Practical Multivariate Analysis, Fifth Edition
A. A, S. May, and V.A. Clark
Practical Statistics for Medical Research
D.G. Altman
Interpreting Data: A First Course
in Statistics
A.J.B. Anderson
Introduction to Probability with R
K. Baclawski
Linear Algebra and Matrix Analysis for
Statistics
S. Banerjee and A. Roy
Mathematical Statistics: Basic Ideas and
Selected Topics, Volume I,
Second Edition
P. J. Bickel and K. A. Doksum
Mathematical Statistics: Basic Ideas and
Selected Topics, Volume II
P. J. Bickel and K. A. Doksum
Analysis of Categorical Data with R
C. R. Bilder and T. M. Loughin
Statistical Methods for SPC and TQM
D. Bissell
Introduction to Probability
J. K. Blitzstein and J. Hwang
Bayesian Methods for Data Analysis,
ird Edition
B.P. Carlin and T.A. Louis
Second Edition
R. Caulcutt
e Analysis of Time Series: An Introduction,
Sixth Edition
C. Chateld
Introduction to Multivariate Analysis
C. Chateld and A.J. Collins
Problem Solving: A Statistician’s Guide,
Second Edition
C. Chateld
Statistics for Technology: A Course in Applied
Statistics, ird Edition
C. Chateld
Analysis of Variance, Design, and Regression:
Linear Modeling for Unbalanced Data,
Second Edition
R. Christensen
Bayesian Ideas and Data Analysis: An
Introduction for Scientists and Statisticians
R. Christensen, W. Johnson, A. Branscum,
and T.E. Hanson
Modelling Binary Data, Second Edition
D. Collett
Modelling Survival Data in Medical Research,
ird Edition
D. Collett
Introduction to Statistical Methods for
Clinical Trials
T.D. Cook and D.L. DeMets
Applied Statistics: Principles and Examples
D.R. Cox and E.J. Snell
Multivariate Survival Analysis and Competing
Risks
M. Crowder
Statistical Analysis of Reliability Data
M.J. Crowder, A.C. Kimber,
T.J. Sweeting, and R.L. Smith
An Introduction to Generalized
Linear Models, ird Edition
A.J. Dobson and A.G. Barnett
Nonlinear Time Series: eory, Methods, and
Applications with R Examples
R. Douc, E. Moulines, and D.S. Stoer
Introduction to Optimization Methods and
eir Applications in Statistics
B.S. Everitt
Extending the Linear Model with R:
Generalized Linear, Mixed Eects and
Nonparametric Regression Models, Second
Edition
J.J. Faraway
Linear Models with R, Second Edition
J.J. Faraway
A Course in Large Sample eory
T.S. Ferguson
Multivariate Statistics: A Practical
Approach
B. Flury and H. Riedwyl
Readings in Decision Analysis
S. French
Discrete Data Analysis with R: Visualization
and Modeling Techniques for Categorical and
Count Data
M. Friendly and D. Meyer
Markov Chain Monte Carlo:
Stochastic Simulation for Bayesian Inference,
Second Edition
D. Gamerman and H.F. Lopes
Bayesian Data Analysis, ird Edition
A. Gelman, J.B. Carlin, H.S. Stern, D.B. Dunson,
A. Vehtari, and D.B. Rubin
Multivariate Analysis of Variance and
Repeated Measures: A Practical Approach for
Behavioural Scientists
D.J. Hand and C.C. Taylor
Practical Longitudinal Data Analysis
D.J. Hand and M. Crowder
Logistic Regression Models
J.M. Hilbe
Richly Parameterized Linear Models:
Additive, Time Series, and Spatial Models
Using Random Eects
J.S. Hodges
Statistics for Epidemiology
N.P. Jewell
Stochastic Processes: An Introduction,
Second Edition
P.W. Jones and P. Smith
e eory of Linear Models
B. Jørgensen
Principles of Uncertainty
J.B. Kadane
Graphics for Statistics and Data Analysis with R
K.J. Keen
Mathematical Statistics
K. Knight
Introduction to Multivariate Analysis:
Linear and Nonlinear Modeling
S. Konishi
Nonparametric Methods in Statistics with SAS
Applications
O. Korosteleva
Modeling and Analysis of Stochastic Systems,
Second Edition
V.G. Kulkarni
Exercises and Solutions in Biostatistical eory
L.L. Kupper, B.H. Neelon, and S.M. O’Brien
Exercises and Solutions in Statistical eory
L.L. Kupper, B.H. Neelon, and S.M. O’Brien
Design and Analysis of Experiments with R
J. Lawson
Design and Analysis of Experiments with SAS
J. Lawson
A Course in Categorical Data Analysis
T. Leonard
Statistics for Accountants
S. Letchford
Introduction to the eory of Statistical
Inference
H. Liero and S. Zwanzig
Statistical eory, Fourth Edition
B.W. Lindgren
Stationary Stochastic Processes: eory and
Applications
G. Lindgren
Statistics for Finance
E. Lindström, H. Madsen, and J. N. Nielsen
e BUGS Book: A Practical Introduction to
Bayesian Analysis
D. Lunn, C. Jackson, N. Best, A. omas, and
D. Spiegelhalter
Introduction to General and Generalized
Linear Models
H. Madsen and P. yregod
Time Series Analysis
H. Madsen
Pólya Urn Models
H. Mahmoud
Randomization, Bootstrap and Monte Carlo
Methods in Biology, ird Edition
B.F.J. Manly
Introduction to Randomized Controlled
Clinical Trials, Second Edition
J.N.S. Matthews
Statistical Rethinking: A Bayesian Course with
Examples in R and Stan
R. McElreath
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