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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Main Authors: Mashail M Al-Sobhi, Zawar Hussain, Bander Al-Zahrani
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2014-01-01
Series:PLoS ONE
Online Access:http://europepmc.org/articles/PMC4277314?pdf=render
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spelling doaj-d0879b876f5b454d86edf3eddd01752a2020-11-25T02:37:10ZengPublic Library of Science (PLoS)PLoS ONE1932-62032014-01-01912e11561210.1371/journal.pone.0115612General randomized response techniques using Polya's Urn process as a randomization device.Mashail M Al-SobhiZawar HussainBander Al-ZahraniIn 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.http://europepmc.org/articles/PMC4277314?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Mashail M Al-Sobhi
Zawar Hussain
Bander Al-Zahrani
spellingShingle Mashail M Al-Sobhi
Zawar Hussain
Bander Al-Zahrani
General randomized response techniques using Polya's Urn process as a randomization device.
PLoS ONE
author_facet Mashail M Al-Sobhi
Zawar Hussain
Bander Al-Zahrani
author_sort Mashail M Al-Sobhi
title 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_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_sort general randomized response techniques using polya's urn process as a randomization device.
publisher Public Library of Science (PLoS)
series PLoS ONE
issn 1932-6203
publishDate 2014-01-01
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.
url http://europepmc.org/articles/PMC4277314?pdf=render
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AT zawarhussain generalrandomizedresponsetechniquesusingpolyasurnprocessasarandomizationdevice
AT banderalzahrani generalrandomizedresponsetechniquesusingpolyasurnprocessasarandomizationdevice
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