Front CoverContentsPrefaceChapter 1: IntroductionChapter 2: EstimationChapter 3: InferenceChapter 4: PredictionChapter 5: ExplanationChapter 6: DiagnosticsChapter 7: Problems with the PredictorsChapter 8: Problems with the ErrorChapter 9: TransformationChapter 10: Model SelectionChapter 11: Shrinkage MethodsChapter 12: Insurance Redlining — A Complete ExampleChapter 13: Missing DataChapter 14: Categorical PredictorsChapter 15: One Factor ModelsChapter 16: Models with Several FactorsChapter 17: Experiments with BlocksAppendix A: About RBibliographyLinear Models with RSecond EditionCHAPMAN & HALL/CRC Texts in Statistical Science SeriesSeries EditorsFrancesca Dominici, Harvard School of Public Health, USAJulian J. Faraway, University of Bath, UKMartin Tanner, Northwestern University, USAJim Zidek, University of British Columbia, CanadaStatistical Theory: A Concise Introduction F. Abramovich and Y. Ritov Practical Multivariate Analysis, Fifth EditionA. Afifi, S. May, and V.A. ClarkPractical Statistics for Medical ResearchD.G. AltmanInterpreting Data: A First Course in StatisticsA.J.B. AndersonIntroduction to Probability with R K. BaclawskiLinear Algebra and Matrix Analysis for StatisticsS. Banerjee and A. RoyStatistical Methods for SPC and TQMD. BissellBayesian Methods for Data Analysis, Third Edition B.P. Carlin and T.A. LouisSecond EditionR. CaulcuttThe Analysis of Time Series: An Introduction, Sixth Edition C. Chatfield Introduction to Multivariate Analysis C. Chatfield and A.J. Collins Problem Solving: A Statistician’s Guide, Second Edition C. ChatfieldStatistics for Technology: A Course in Applied Statistics, Third EditionC. ChatfieldBayesian Ideas and Data Analysis: An Introduction for Scientists and Statisticians R. Christensen, W. Johnson, A. Branscum, and T.E. HansonModelling Binary Data, Second EditionD. CollettModelling Survival Data in Medical Research, Second EditionD. CollettIntroduction to Statistical Methods for Clinical Trials T.D. Cook and D.L. DeMets Applied Statistics: Principles and Examples D.R. Cox and E.J. SnellMultivariate Survival Analysis and Competing RisksM. CrowderStatistical Analysis of Reliability DataM.J. Crowder, A.C. Kimber, T.J. Sweeting, and R.L. SmithAn Introduction to Generalized Linear Models, Third EditionA.J. Dobson and A.G. BarnettNonlinear Time Series: Theory, Methods, and Applications with R ExamplesR. Douc, E. Moulines, and D.S. StofferIntroduction to Optimization Methods and Their Applications in Statistics B.S. EverittExtending the Linear Model with R: Generalized Linear, Mixed Effects and Nonparametric Regression ModelsJ.J. FarawayLinear Models with R, Second EditionJ.J. FarawayA Course in Large Sample TheoryT.S. FergusonMultivariate Statistics: A Practical ApproachB. Flury and H. RiedwylReadings in Decision Analysis S. FrenchMarkov Chain Monte Carlo: Stochastic Simulation for Bayesian Inference, Second EditionD. Gamerman and H.F. LopesBayesian Data Analysis, Third Edition A. Gelman, J.B. Carlin, H.S. Stern, D.B. Dunson, A. Vehtari, and D.B. RubinMultivariate Analysis of Variance and Repeated Measures: A Practical Approach for Behavioural ScientistsD.J. Hand and C.C. TaylorPractical Data Analysis for Designed Practical Longitudinal Data AnalysisD.J. Hand and M. CrowderLogistic Regression Models J.M. Hilbe Richly Parameterized Linear Models: Additive, Time Series, and Spatial Models Using Random Effects J.S. Hodges Statistics for Epidemiology N.P. JewellStochastic Processes: An Introduction, Second EditionP.W. Jones and P. Smith The Theory of Linear ModelsB. JørgensenPrinciples of UncertaintyJ.B. KadaneGraphics for Statistics and Data Analysis with RK.J. KeenMathematical Statistics K. Knight Introduction to Multivariate Analysis: Linear and Nonlinear ModelingS. KonishiNonparametric Methods in Statistics with SAS ApplicationsO. KorostelevaModeling and Analysis of Stochastic Systems, Second EditionV.G. KulkarniExercises and Solutions in Biostatistical TheoryL.L. Kupper, B.H. Neelon, and S.M. O’BrienExercises and Solutions in Statistical TheoryL.L. Kupper, B.H. Neelon, and S.M. O’BrienDesign and Analysis of Experiments with SASJ. LawsonA Course in Categorical Data Analysis T. Leonard Statistics for AccountantsS. LetchfordIntroduction to the Theory of Statistical Inference H. Liero and S. ZwanzigStatistical Theory, Fourth EditionB.W. Lindgren Stationary Stochastic Processes: Theory and Applications G. LindgrenThe BUGS Book: A Practical Introduction to Bayesian Analysis D. Lunn, C. Jackson, N. Best, A. Thomas, and D. SpiegelhalterIntroduction to General and Generalized Linear ModelsH. Madsen and P. ThyregodTime Series AnalysisH. MadsenPólya Urn ModelsH. MahmoudRandomization, Bootstrap and Monte Carlo Methods in Biology, Third Edition B.F.J. ManlyIntroduction to Randomized Controlled Clinical Trials, Second Edition J.N.S. MatthewsStatistical Methods in Agriculture and Experimental Biology, Second EditionR. Mead, R.N. Curnow, and A.M. HastedStatistics in Engineering: A Practical ApproachA.V. MetcalfeBeyond ANOVA: Basics of Applied Statistics R.G. Miller, Jr.A Primer on Linear ModelsJ.F. MonahanApplied Stochastic Modelling, Second Edition B.J.T. MorganElements of Simulation B.J.T. MorganProbability: Methods and MeasurementA. O’HaganIntroduction to Statistical Limit TheoryA.M. PolanskyApplied Bayesian Forecasting and Time Series AnalysisA. Pole, M. West, and J. HarrisonStatistics in Research and Development, Time Series: Modeling, Computation, and InferenceR. Prado and M. WestIntroduction to Statistical Process Control P. QiuSampling Methodologies with Applications P.S.R.S. RaoA First Course in Linear Model TheoryN. Ravishanker and D.K. DeyEssential Statistics, Fourth Edition D.A.G. ReesStochastic Modeling and Mathematical Statistics: A Text for Statisticians and QuantitativeF.J. Samaniego Statistical Methods for Spatial Data AnalysisO. Schabenberger and C.A. GotwayLarge Sample Methods in StatisticsP.K. Sen and J. da Motta SingerDecision Analysis: A Bayesian ApproachJ.Q. SmithAnalysis of Failure and Survival DataP. J. SmithApplied Statistics: Handbook of GENSTAT Analyses E.J. Snell and H. Simpson Applied Nonparametric Statistical Methods, Fourth Edition P. Sprent and N.C. SmeetonData Driven Statistical Methods P. Sprent Generalized Linear Mixed Models: Modern Concepts, Methods and ApplicationsW. W. StroupSurvival Analysis Using S: Analysis of Time-to-Event DataM. Tableman and J.S. KimApplied Categorical and