Cargando…
General Randomized Response Techniques Using Polya's Urn Process as a Randomization Device
In this paper, interesting improvements in [1] and [2] randomized response techniques have been proposed. The proposed randomized response technique applies Polya's urn process (see [3]) to obtain data from respondents. One of the suggested technique requires reporting the number of draws to ob...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2014
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4277314/ https://www.ncbi.nlm.nih.gov/pubmed/25541936 http://dx.doi.org/10.1371/journal.pone.0115612 |
_version_ | 1782350374173147136 |
---|---|
author | Al-Sobhi, Mashail M. Hussain, Zawar Al-Zahrani, Bander |
author_facet | Al-Sobhi, Mashail M. Hussain, Zawar Al-Zahrani, Bander |
author_sort | Al-Sobhi, Mashail M. |
collection | PubMed |
description | In this paper, interesting improvements in [1] and [2] randomized response techniques have been proposed. The proposed randomized response technique applies Polya's urn process (see [3]) to obtain data from respondents. One of the suggested technique requires reporting the number of draws to observe a fixed number of cards of certain type. On the contrary, the number of cards of a certain type is to be reported in case of second proposed randomized response model. Based on the information collected through the suggested techniques, two different unbiased estimators of proportion of a sensitive attribute have been suggested. A detailed comparative simulation study has also been done. The results are also supported by means of a small scale survey. |
format | Online Article Text |
id | pubmed-4277314 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-42773142014-12-31 General Randomized Response Techniques Using Polya's Urn Process as a Randomization Device Al-Sobhi, Mashail M. Hussain, Zawar Al-Zahrani, Bander PLoS One Research Article In this paper, interesting improvements in [1] and [2] randomized response techniques have been proposed. The proposed randomized response technique applies Polya's urn process (see [3]) to obtain data from respondents. One of the suggested technique requires reporting the number of draws to observe a fixed number of cards of certain type. On the contrary, the number of cards of a certain type is to be reported in case of second proposed randomized response model. Based on the information collected through the suggested techniques, two different unbiased estimators of proportion of a sensitive attribute have been suggested. A detailed comparative simulation study has also been done. The results are also supported by means of a small scale survey. Public Library of Science 2014-12-26 /pmc/articles/PMC4277314/ /pubmed/25541936 http://dx.doi.org/10.1371/journal.pone.0115612 Text en © 2014 Al-Sobhi 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, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited. |
spellingShingle | Research Article Al-Sobhi, Mashail M. Hussain, Zawar Al-Zahrani, Bander General Randomized Response Techniques Using Polya's Urn Process as a Randomization Device |
title | General Randomized Response Techniques Using Polya's Urn Process as a Randomization Device |
title_full | General Randomized Response Techniques Using Polya's Urn Process as a Randomization Device |
title_fullStr | General Randomized Response Techniques Using Polya's Urn Process as a Randomization Device |
title_full_unstemmed | General Randomized Response Techniques Using Polya's Urn Process as a Randomization Device |
title_short | General Randomized Response Techniques Using Polya's Urn Process as a Randomization Device |
title_sort | general randomized response techniques using polya's urn process as a randomization device |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4277314/ https://www.ncbi.nlm.nih.gov/pubmed/25541936 http://dx.doi.org/10.1371/journal.pone.0115612 |
work_keys_str_mv | AT alsobhimashailm generalrandomizedresponsetechniquesusingpolyasurnprocessasarandomizationdevice AT hussainzawar generalrandomizedresponsetechniquesusingpolyasurnprocessasarandomizationdevice AT alzahranibander generalrandomizedresponsetechniquesusingpolyasurnprocessasarandomizationdevice |