Linear regression analysis : theory and computing / Xin Yan, Xiao Gang Su.

Format:

Book

Author/Creator:

Yan, Xin, 1955-

Contributor:

Su, Xiaogang, 1974-

Language:

English

Subjects (All):

Regression analysis.

Physical Description:

1 online resource (349 p.)

Edition:

1st ed.

Place of Publication:

Singapore ; Hackensack, NJ : World Scientific, c2009.

Language Note:

English

Summary:

This volume presents in detail the fundamental theories of linear regression analysis and diagnosis, as well as the relevant statistical computing techniques so that readers are able to actually model the data using the methods and techniques described in the book. It covers the fundamental theories in linear regression analysis and is extremely useful for future research in this area. The examples of regression analysis using the Statistical Application System (SAS) are also included. This book is suitable for graduate students who are either majoring in statistics/biostatistics or using line

Contents:

Preface; Contents; List of Figures; List of Tables; 1. Introduction; 2. Simple Linear Regression; 3. Multiple Linear Regression; 4. Detection of Outliers and Inuential Observations in Multiple Linear Regression; 5. Model Selection; 6. Model Diagnostics; 8. Generalized Linear Models; 9. Bayesian Linear Regression; Bibliography; Index

Notes:

Description based upon print version of record.

Includes bibliographical references and index.

ISBN:

9786612441691

9781282441699

1282441698

9789812834119

9812834117

OCLC:

613658550