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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...

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Detalles Bibliográficos
Autores principales: Al-Sobhi, Mashail M., Hussain, Zawar, Al-Zahrani, Bander
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
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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.
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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
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