Regression Analysis

Regression Analysis

2nd Edition - March 27, 2006

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  • Authors: Rudolf Freund, William Wilson, Ping Sa
  • Hardcover ISBN: 9780120885978
  • eBook ISBN: 9780080522975

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Description

Regression Analysis provides complete coverage of the classical methods of statistical analysis. It is designed to give students an understanding of the purpose of statistical analyses, to allow the student to determine, at least to some degree, the correct type of statistical analyses to be performed in a given situation, and have some appreciation of what constitutes good experimental design.

Key Features

  • Examples and exercises contain real data and graphical illustration for ease of interpretation
  • Outputs from SAS 7, SPSS 7, Excel, and Minitab are used for illustration, but any major statistical
    software package will work equally well

Readership

Because of the universal appeal of statistics and statistical methodology, most graduate programs include as part of their curriculum one or two course in statistical methods. In addition, undergraduate students majoring in mathematics or statistics are required or encouraged to take courses in statistical methods. This book is intended to serve as a text for such courses. The book requires no mathematics beyond algebra, however, mathematically oriented students will still find the material in the text challenging

Table of Contents

  • 1. The Analysis of Means: A Review of Basics and an Introduction to Linear Models
    2. Simple Linear Regression:Linear Regression with One Independent Variable
    3. Multiple Regression
    4. Problems with Observations
    5. Multicollinearity
    6. Problems with the Model
    7. Curve Fitting
    8. Introduction to Nonlinear Models
    9. Indicator Variables
    10. Categorical Response Variables
    11. Generalized Linear Models

    Appendix
    A: Statistical Tables
    B: A Brief Introduction to Matrices
    C: Estimation Procedures

Product details

  • No. of pages: 480
  • Language: English
  • Copyright: © Academic Press 2006
  • Published: March 27, 2006
  • Imprint: Academic Press
  • Hardcover ISBN: 9780120885978
  • eBook ISBN: 9780080522975

About the Authors

Rudolf Freund

Rudolf J. Freund works at Texas A&M University in the USA.

Affiliations and Expertise

Texas A&M University, USA

William Wilson

William J. Wilson works at University of North Florida in Jacksonville, FL, USA.

Affiliations and Expertise

University of North Florida, Jacksonville, FL, USA

Ping Sa

Affiliations and Expertise

University of North Florida

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