Regression Analysis by Example
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Beschreibung
Praise for the Fourth Edition:
"This book is . . . an excellent source of examples forregression analysis. It has been and still is readily readable andunderstandable."
--Journal of the American StatisticalAssociation Regression analysis is a conceptually simplemethod for investigating relationships among variables. Carryingout a successful application of regression analysis, however,requires a balance of theoretical results, empirical rules, andsubjective judgment. Regression Analysis by Example, FifthEdition has been expanded and thoroughly updated to reflectrecent advances in the field. The emphasis continues to be onexploratory data analysis rather than statistical theory. The bookoffers in-depth treatment of regression diagnostics,transformation, multicollinearity, logistic regression, and robustregression.
The book now includes a new chapter on the detection andcorrection of multicollinearity, while also showcasing the use ofthe discussed methods on newly added data sets from the fields ofengineering, medicine, and business. The Fifth Edition alsoexplores additional topics, including:
* Surrogate ridge regression
* Fitting nonlinear models
* Errors in variables
* ANOVA for designed experiments
Methods of regression analysis are clearly demonstrated, andexamples containing the types of irregularities commonlyencountered in the real world are provided. Each example isolatesone or two techniques and features detailed discussions, therequired assumptions, and the evaluated success of each technique.Additionally, methods described throughout the book can be carriedout with most of the currently available statistical softwarepackages, such as the software package R.
Regression Analysis by Example, Fifth Edition is suitablefor anyone with an understanding of elementary statistics.
Autor*in
Samprit Chatterjee
Themen in »Regression Analysis by Example«
Angew. Wahrscheinlichkeitsrechn. u. Statistik / Modelle Applied Probability & Statistics - Models Regression Analysis Regressionsanalyse Statistics Statistics - Text & Reference Statistik Statistik / Lehr- u. Nachschlagewerke
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"The text is suitable for anyone with anunderstanding of elementary statistics." (Zentralblatt MATH, 1 July 2013)
"All in all, here we have a nice and valuable up-to-datebook showing examples how the famous ever-lasting regressionanalysis works with the data. No doubt, this book will continue tobe frequently used in statistics classrooms." (International Statistical Review, 15 February 2013)
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