Choosing the proper link function for binary data

Since generalized linear model (GLM) with binary response variable is widely used in many disciplines, many efforts have been made to construct a fit model. However, little attention is paid to the link functions, which play a critical role in GLM model. In this article, we compared three link funct...

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Main Author:	Li, Jingwei, active 21st century
Format:	Others
Published:	2014
Subjects:	Binary response data Link function
Online Access:	http://hdl.handle.net/2152/26363

id	ndltd-UTEXAS-oai-repositories.lib.utexas.edu-2152-26363
record_format	oai_dc
spelling	ndltd-UTEXAS-oai-repositories.lib.utexas.edu-2152-263632015-09-20T17:26:48ZChoosing the proper link function for binary dataLi, Jingwei, active 21st centuryBinary response dataLink functionSince generalized linear model (GLM) with binary response variable is widely used in many disciplines, many efforts have been made to construct a fit model. However, little attention is paid to the link functions, which play a critical role in GLM model. In this article, we compared three link functions and evaluated different model selection methods based on these three link functions. Also, we provided some suggestions on how to choose the proper link function for binary data.text2014-10-08T20:04:01Z2014-052014-05-01May 20142014-10-08T20:04:01ZThesisapplication/pdfhttp://hdl.handle.net/2152/26363
collection	NDLTD
format	Others
sources	NDLTD
topic	Binary response data Link function
spellingShingle	Binary response data Link function Li, Jingwei, active 21st century Choosing the proper link function for binary data
description	Since generalized linear model (GLM) with binary response variable is widely used in many disciplines, many efforts have been made to construct a fit model. However, little attention is paid to the link functions, which play a critical role in GLM model. In this article, we compared three link functions and evaluated different model selection methods based on these three link functions. Also, we provided some suggestions on how to choose the proper link function for binary data. === text
author	Li, Jingwei, active 21st century
author_facet	Li, Jingwei, active 21st century
author_sort	Li, Jingwei, active 21st century
title	Choosing the proper link function for binary data
title_short	Choosing the proper link function for binary data
title_full	Choosing the proper link function for binary data
title_fullStr	Choosing the proper link function for binary data
title_full_unstemmed	Choosing the proper link function for binary data
title_sort	choosing the proper link function for binary data
publishDate	2014
url	http://hdl.handle.net/2152/26363
work_keys_str_mv	AT lijingweiactive21stcentury choosingtheproperlinkfunctionforbinarydata
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Choosing the proper link function for binary data

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