Applied linear regression models

Applied linear regression models

by Kutner, Michael H.

Type Book
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Title Statements

  • Full title :Applied linear regression models.

Edition Statements

  • Publication Date:©2004.
  • Edition:4th ed

Publication Statements

  • Publisher(s):McGraw-Hill/Irwin
  • Place of Publication:Boston
  • Language:eng
  • Publication Date:©2004.

The Physical Object

  • Description:xvii, 701 pages : : illustrations ; : 24 cm +

Edition Identifiers

  • ISBN:0072386916, 9780072386912, 9780073014661, 0073014664, 9780073013442, 0073013447, 0071232524, 9780071232524, 0072918373, 9780072918373, 9780071115193, 0071115196, 9780072955675, 0072955678
  • oclc:ocm52386251
  • LC Classification:QA278.2
  • Dewey Decimal:519.5/36

Table of Contents

pt. I. Simple linear regression. Linear regression with one predictor variable -- Inferences in regression and correlation analysis -- Diagnostics and remedial measures -- Simultaneous inferences and other topics in regression analysis -- Matrix approach to simple linear regression analysis -- pt. II. Multiple linear regression. Multiple regression I -- Multiple regression II -- Regression models for quantitative and qualitative predictors -- Building the regression model I: model selection and validation -- Building the regression model II: diagnostics -- Building the regression model III: remedial measures -- Autocorrelation in time series data -- pt. III. Nonlinear regression. Introduction to nonlinear regression and neural networks -- Logistic regression, Poisson regression, and generalized linear models.

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