The University of Southampton
University of Southampton Institutional Repository

Simultaneous Inference in Regression

Liu, Wei (2010) Simultaneous Inference in Regression, London, GB, Chapman and Hall, Chemical Rubber Company Press, 292pp. (Chapman & Hall/CRC Monographs on Statistics & Applied Probability).

Record type: Book

Abstract

Simultaneous confidence bands enable more intuitive and detailed inference of regression analysis than the standard inferential methods of parameter estimation and hypothesis testing. Simultaneous Inference in Regression provides a thorough overview of the construction methods and applications of simultaneous confidence bands for various inferential purposes. It supplies examples and MATLAB® programs that make it easy to apply the methods to your own data analysis. The MATLAB programs, along with color figures, are available for download on www.personal.soton.ac.uk/wl/mybook.html


Most of the book focuses on normal-error linear regression models. The author presents simultaneous confidence bands for a simple regression line, a multiple linear regression model, and polynomial regression models. He also uses simultaneous confidence bands to assess part of a multiple linear regression model with the zero function, to compare two regression models, and to evaluate more than two regression models. The final chapter demonstrates the use of simultaneous confidence bands in generalized linear regression models, such as logistic regression models.


This book shows how to employ simultaneous confidence bands to make useful inferences in regression analysis. The topics discussed can be extended to functions other than parametric regression functions, offering novel opportunities for research beyond linear regression models.

Full text not available from this repository.

More information

Published date: October 2010
Organisations: Statistics

Identifiers

Local EPrints ID: 176557
URI: http://eprints.soton.ac.uk/id/eprint/176557
ISBN: 1439828091
PURE UUID: 235feb0b-7b3a-4996-afac-a1ae5b58284b
ORCID for Wei Liu: ORCID iD orcid.org/0000-0002-4719-0345

Catalogue record

Date deposited: 08 Mar 2011 13:44
Last modified: 18 Jul 2017 12:08

Export record

Contributors

Author: Wei Liu ORCID iD

University divisions

Download statistics

Downloads from ePrints over the past year. Other digital versions may also be available to download e.g. from the publisher's website.

View more statistics

Atom RSS 1.0 RSS 2.0

Contact ePrints Soton: eprints@soton.ac.uk

ePrints Soton supports OAI 2.0 with a base URL of http://eprints.soton.ac.uk/cgi/oai2

This repository has been built using EPrints software, developed at the University of Southampton, but available to everyone to use.

We use cookies to ensure that we give you the best experience on our website. If you continue without changing your settings, we will assume that you are happy to receive cookies on the University of Southampton website.

×