Applied Linear Regression

Applied Linear Regression
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Artikel-Nr:
9781118789551
Veröffentl:
2014
Einband:
E-Book
Seiten:
368
Autor:
Sanford Weisberg
Serie:
Wiley Series in Probability and Statistics
eBook Typ:
PDF
eBook Format:
Reflowable E-Book
Kopierschutz:
Adobe DRM [Hard-DRM]
Sprache:
Englisch
Beschreibung:

Praise for the Third Edition "e;...this is an excellent book which could easily be used as a course text..."e; International Statistical Institute The Fourth Edition of Applied Linear Regression provides a thorough update of the basic theory and methodology of linear regression modeling. Demonstrating the practical applications of linear regression analysis techniques, the Fourth Edition uses interesting, real-world exercises and examples. Stressing central concepts such as model building, understanding parameters, assessing fit and reliability, and drawing conclusions, the new edition illustrates how to develop estimation, confidence, and testing procedures primarily through the use of least squares regression. While maintaining the accessible appeal of each previous edition,Applied Linear Regression, Fourth Edition features: Graphical methods stressed in the initial exploratory phase, analysis phase, and summarization phase of an analysis In-depth coverage of parameter estimates in both simple and complex models, transformations, and regression diagnostics Newly added material on topics including testing, ANOVA, and variance assumptions Updated methodology, such as bootstrapping, cross-validation binomial and Poisson regression, and modern model selection methods Applied Linear Regression, Fourth Edition is an excellent textbook for upper-undergraduate and graduate-level students, as well as an appropriate reference guide for practitioners and applied statisticians in engineering, business administration, economics, and the social sciences.
Praise for the Third Edition"...this is an excellent book which could easily be used as acourse text..."International Statistical InstituteThe Fourth Edition of Applied LinearRegression provides a thorough update of the basic theoryand methodology of linear regression modeling. Demonstrating thepractical applications of linear regression analysis techniquesthe Fourth Edition uses interesting, real-worldexercises and examples.Stressing central concepts such as model building, understandingparameters, assessing fit and reliability, and drawing conclusionsthe new edition illustrates how to develop estimation, confidenceand testing procedures primarily through the use of least squaresregression. While maintaining the accessible appeal of eachprevious edition,Applied Linear Regression, FourthEdition features:* Graphical methods stressed in the initial exploratory phaseanalysis phase, and summarization phase of an analysis* In-depth coverage of parameter estimates in both simple andcomplex models, transformations, and regression diagnostics* Newly added material on topics including testing, ANOVA, andvariance assumptions* Updated methodology, such as bootstrapping, cross-validationbinomial and Poisson regression, and modern model selectionmethodsApplied Linear Regression, Fourth Edition is anexcellent textbook for upper-undergraduate and graduate-levelstudents, as well as an appropriate reference guide forpractitioners and applied statisticians in engineering, businessadministration, economics, and the social sciences.

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