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Applied Regression Analysis

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ISBN-10: 0471029955

ISBN-13: 9780471029953

Edition: 2nd 1981

Authors: Norman R. Draper, Harry Smith

List price: $89.95
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Book details

List price: $89.95
Edition: 2nd
Copyright year: 1981
Publisher: John Wiley & Sons, Incorporated
Binding: Hardcover
Pages: 736
Size: 6.50" wide x 9.50" long x 1.50" tall
Weight: 2.486
Language: English

NORMAN R. DRAPER teaches in the Department of Statistics at the University of Wisconsin. HARRY SMITH is a former faculty member of the Mt. Sinai School of Medicine.

Basic Prerequisite Knowledge
Fitting a Straight Line by Least Squares
Checking the Straight Line Fit
Fitting Straight Lines: Special Topics
Regression in Matrix Terms: Straight Line Case
The General Regression Situation
Extra Sums of Squares and Tests for Several Parameters Being Zero
Serial Correlation in the Residuals and the Durbin-Watson Test
More of Checking Fitted Models
Multiple Regression: Special Topics
Bias in Regression Estimates, and Expected Values of Mean Squares and Sums of Squares
On Worthwhile Regressions, Big F's, and R 2
Models Containing Functions of the Predictors, Including Polynomial Models
Transformation of the Response Variable
"Dummy" Variables
Selecting the "Best" Regression Equation
Ill-Conditioning in Regression Data
Ridge Regression
Generalized Linear Models (GLIM)
Mixture Ingredients as Predictor Variables
The Geometry of Least Squares
More Geometry of Least Squares
Orthogonal Polynomials and Summary Data
Multiple Regression Applied to Analysis of Variance Problems
An Introduction to Nonlinear Estimation
Robust Regression
Resampling Procedures (Bootstrapping)
Bibliography
True/False Questions
Answers to Exercises
Tables
Indexes