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Linear models with R

Author: Julian James Faraway
Publisher: Boca Raton, Fla. : Chapman & Hall/CRC, 2005.
Series: Texts in statistical science, 63.
Edition/Format:   Print book : English
Summary:

Focuses on the practice of regression and analysis of variance. This book demonstrates the different methods available and in which situations they can be applied. It covers various standard topics,  Read more...

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Material Type: Internet resource
Document Type: Book, Internet Resource
All Authors / Contributors: Julian James Faraway
ISBN: 1584884258 9781584884255
OCLC Number: 249890012
Notes: Literaturverz. S. 223 - 225.
Description: x, 229 Seiten : Diagramme ; 24 cm.
Contents: INTRODUCTIONBefore bInitial Data AnalysisWhen to Use Regression AnalysisHistoryESTIMATIONLinear ModelMatrix RepresentationEstimating bLeast bExamples of Calculating Gauss-Markov TheoremGoodness of FitExampleIdentifiabilityINFERENCEHypothesis Tests to compare modelsTesting ExamplesPermutation testsConfidence Intervals for bConfidence Intervals for PredictionsDesigned ExperimentsObservational DataPractical DifficultiesDIAGNOSTICSChecking Error AssumptionsFinding Unusual ObservationsChecking the Structure of the ModelPROBLEMS WITH THE PREDICTORSErrors in PredictorsChanges of ScaleCollinearityPROBLEMS WITH THE ERRORGeneralized Least SquaresWeighted Least SquaresTesting for Lack of FitRobust RegressionTRANSFORMATIONTransforming the ResponseTransforming the PredictorsVARIABLE SELECTIONHierarchical ModelsTesting-based ProceduresCriterion-based proceduresSummarySHRINKAGE METHODSPrincipal ComponentsPartial Least SquaresRidge RegressionSTATISTICAL STRATEGY AND MODEL UNCERTAINTYStrategyAn Experiment in Model BuildingDiscussionCHICAGO INSURANCE REDLINING - A COMPLETE EXAMPLEEcological CorrelationInitial Data AnalysisInitial model and DiagnosticsTransformation and Variable SelectionDiscussionMISSING DATAANALYSIS OF COVARIANCEA Two-Level ExampleCoding Qualitative PredictorsA Multi-Level Factor ExampleONE-WAY ANOVAThe ModelAn ExampleDiagnosticsPairwise ComparisonsFACTORIAL DESIGNSTwo-Way AnovaTwo-Way Anova with One Observation per CellTwo-Way Anova with more than One Observation per CellLarger Factorial ExperimentsBLOCK DESIGNSRandomized Block designLatin SquaresBalanced Incomplete Block designAPPENDICESR installation, Functions and DataQuick Introduction to RBIBLIOGRAPHYINDEX
Series Title: Texts in statistical science, 63.
Responsibility: Julian J. Faraway.
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"One danger with applied books such as this is that they become recipe lists of the kind 'press this key to get that result.' This is not so with Faraway's book. Throughout, it gives plenty of Read more...

 
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