THE ANALYSIS OF STRATIFIED MULTIPLE RESPONSES

Surveys often contain qualitative variables for which respondents may select any number of the outcome categories. For instance, for the question “What type of contraception have you used? ” with possible responses (oral, condom, lubricated condom, spermicide, and di-aphragm), respondents would be i...

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Main Authors: Ivy Liu, Thomas Suesse
Other Authors: The Pennsylvania State University CiteSeerX Archives
Format: Text
Language:English
Published: 2007
Subjects:
Online Access:http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.630.2905
http://www.mcs.vuw.ac.nz/research/publications/reports/mscs/mscs07-05.pdf
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spelling ftciteseerx:oai:CiteSeerX.psu:10.1.1.630.2905 2023-05-15T16:28:53+02:00 THE ANALYSIS OF STRATIFIED MULTIPLE RESPONSES Ivy Liu Thomas Suesse The Pennsylvania State University CiteSeerX Archives 2007 application/pdf http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.630.2905 http://www.mcs.vuw.ac.nz/research/publications/reports/mscs/mscs07-05.pdf en eng http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.630.2905 http://www.mcs.vuw.ac.nz/research/publications/reports/mscs/mscs07-05.pdf Metadata may be used without restrictions as long as the oai identifier remains attached to it. http://www.mcs.vuw.ac.nz/research/publications/reports/mscs/mscs07-05.pdf text 2007 ftciteseerx 2016-01-08T15:27:09Z Surveys often contain qualitative variables for which respondents may select any number of the outcome categories. For instance, for the question “What type of contraception have you used? ” with possible responses (oral, condom, lubricated condom, spermicide, and di-aphragm), respondents would be instructed to select as many of the outcomes that apply. This situation is known as multiple responses. When the data includes stratification variables, we discuss two approaches: (1) the model-based approach which uses logit models directly applying the generalized estimating equations (GEE) method (Liang and Zeger, 1986); and (2) the non-model-based approach which extends the generalized Mantel-Haenszel type es-timators (Greenland, 1989) to make inferences across multiple responses. These approaches can also be used for data with dependent observations across strata. Key words: bootstrap method, dually consistent, generalized estimating equations, gener-alized Mantel-Haenszel estimator, multiple responses; odds ratio. 1 1 Text Greenland Unknown Greenland
institution Open Polar
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description Surveys often contain qualitative variables for which respondents may select any number of the outcome categories. For instance, for the question “What type of contraception have you used? ” with possible responses (oral, condom, lubricated condom, spermicide, and di-aphragm), respondents would be instructed to select as many of the outcomes that apply. This situation is known as multiple responses. When the data includes stratification variables, we discuss two approaches: (1) the model-based approach which uses logit models directly applying the generalized estimating equations (GEE) method (Liang and Zeger, 1986); and (2) the non-model-based approach which extends the generalized Mantel-Haenszel type es-timators (Greenland, 1989) to make inferences across multiple responses. These approaches can also be used for data with dependent observations across strata. Key words: bootstrap method, dually consistent, generalized estimating equations, gener-alized Mantel-Haenszel estimator, multiple responses; odds ratio. 1 1
author2 The Pennsylvania State University CiteSeerX Archives
format Text
author Ivy Liu
Thomas Suesse
spellingShingle Ivy Liu
Thomas Suesse
THE ANALYSIS OF STRATIFIED MULTIPLE RESPONSES
author_facet Ivy Liu
Thomas Suesse
author_sort Ivy Liu
title THE ANALYSIS OF STRATIFIED MULTIPLE RESPONSES
title_short THE ANALYSIS OF STRATIFIED MULTIPLE RESPONSES
title_full THE ANALYSIS OF STRATIFIED MULTIPLE RESPONSES
title_fullStr THE ANALYSIS OF STRATIFIED MULTIPLE RESPONSES
title_full_unstemmed THE ANALYSIS OF STRATIFIED MULTIPLE RESPONSES
title_sort analysis of stratified multiple responses
publishDate 2007
url http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.630.2905
http://www.mcs.vuw.ac.nz/research/publications/reports/mscs/mscs07-05.pdf
geographic Greenland
geographic_facet Greenland
genre Greenland
genre_facet Greenland
op_source http://www.mcs.vuw.ac.nz/research/publications/reports/mscs/mscs07-05.pdf
op_relation http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.630.2905
http://www.mcs.vuw.ac.nz/research/publications/reports/mscs/mscs07-05.pdf
op_rights Metadata may be used without restrictions as long as the oai identifier remains attached to it.
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