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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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 |
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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 |
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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 |
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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 |
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Metadata may be used without restrictions as long as the oai identifier remains attached to it. |
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1766018570066591744 |