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Parameter Estimation in Stratified Cluster Sampling under Randomized Response Models for Sensitive Question Survey
Randomized response is a research method to get accurate answers to sensitive questions in structured sample survey. Simple random sampling is widely used in surveys of sensitive questions but hard to apply on large targeted populations. On the other side, more sophisticated sampling regimes and cor...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4757476/ https://www.ncbi.nlm.nih.gov/pubmed/26886857 http://dx.doi.org/10.1371/journal.pone.0148267 |
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author | Pu, Xiangke Gao, Ge Fan, Yubo Wang, Mian |
author_facet | Pu, Xiangke Gao, Ge Fan, Yubo Wang, Mian |
author_sort | Pu, Xiangke |
collection | PubMed |
description | Randomized response is a research method to get accurate answers to sensitive questions in structured sample survey. Simple random sampling is widely used in surveys of sensitive questions but hard to apply on large targeted populations. On the other side, more sophisticated sampling regimes and corresponding formulas are seldom employed to sensitive question surveys. In this work, we developed a series of formulas for parameter estimation in cluster sampling and stratified cluster sampling under two kinds of randomized response models by using classic sampling theories and total probability formulas. The performances of the sampling methods and formulas in the survey of premarital sex and cheating on exams at Soochow University were also provided. The reliability of the survey methods and formulas for sensitive question survey was found to be high. |
format | Online Article Text |
id | pubmed-4757476 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-47574762016-02-26 Parameter Estimation in Stratified Cluster Sampling under Randomized Response Models for Sensitive Question Survey Pu, Xiangke Gao, Ge Fan, Yubo Wang, Mian PLoS One Research Article Randomized response is a research method to get accurate answers to sensitive questions in structured sample survey. Simple random sampling is widely used in surveys of sensitive questions but hard to apply on large targeted populations. On the other side, more sophisticated sampling regimes and corresponding formulas are seldom employed to sensitive question surveys. In this work, we developed a series of formulas for parameter estimation in cluster sampling and stratified cluster sampling under two kinds of randomized response models by using classic sampling theories and total probability formulas. The performances of the sampling methods and formulas in the survey of premarital sex and cheating on exams at Soochow University were also provided. The reliability of the survey methods and formulas for sensitive question survey was found to be high. Public Library of Science 2016-02-17 /pmc/articles/PMC4757476/ /pubmed/26886857 http://dx.doi.org/10.1371/journal.pone.0148267 Text en © 2016 Pu et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Pu, Xiangke Gao, Ge Fan, Yubo Wang, Mian Parameter Estimation in Stratified Cluster Sampling under Randomized Response Models for Sensitive Question Survey |
title | Parameter Estimation in Stratified Cluster Sampling under Randomized Response Models for Sensitive Question Survey |
title_full | Parameter Estimation in Stratified Cluster Sampling under Randomized Response Models for Sensitive Question Survey |
title_fullStr | Parameter Estimation in Stratified Cluster Sampling under Randomized Response Models for Sensitive Question Survey |
title_full_unstemmed | Parameter Estimation in Stratified Cluster Sampling under Randomized Response Models for Sensitive Question Survey |
title_short | Parameter Estimation in Stratified Cluster Sampling under Randomized Response Models for Sensitive Question Survey |
title_sort | parameter estimation in stratified cluster sampling under randomized response models for sensitive question survey |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4757476/ https://www.ncbi.nlm.nih.gov/pubmed/26886857 http://dx.doi.org/10.1371/journal.pone.0148267 |
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