Estimation of Population Proportion of Stigmatized Attribute Using Bayesian Approach
Bayesian Approach to Randomized Response Technique has been a technique for estimating the population proportion, especially of respondents possessing stigmatized attributes such as induced abortion, use of drugs and tax evasion. In this paper, we propose Bayesian estimators of population proportion...
| Main Authors: | , |
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| Format: | Article |
| Language: | Bulgarian |
| Published: |
University of Sofia
2019-07-01
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| Series: | Bulgarian Journal of Science and Education Policy |
| Subjects: | |
| Online Access: | http://bjsep.org/getfile.php?id=282 |
| _version_ | 1818750338105081856 |
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| author | A. O. Adepetun A. A. Adewara |
| author_facet | A. O. Adepetun A. A. Adewara |
| author_sort | A. O. Adepetun |
| collection | DOAJ |
| description | Bayesian Approach to Randomized Response Technique has been a technique for estimating the population proportion, especially of respondents possessing stigmatized attributes such as induced abortion, use of drugs and tax evasion. In this paper, we propose Bayesian estimators of population proportion of a stigmatized attribute assuming Kumaraswamy and the generalised beta prior using life data on induced abortion. The newly proposed Bayesian estimators were validated numerically for a large interval of the designed values of the population proportion at different sample sizes. It was observed that the newly developed Bayesian estimators were more sensitive in capturing stigmatized attribute than the Bayesian estimator developed by Hussain & Shabbir (2012) for relatively small, moderate as well as large sample sizes. |
| first_indexed | 2024-12-18T04:18:05Z |
| format | Article |
| id | doaj.art-7acfef05e92e4a97b31f44ef95c933f1 |
| institution | Directory Open Access Journal |
| issn | 1313-1958 1313-9118 |
| language | Bulgarian |
| last_indexed | 2024-12-18T04:18:05Z |
| publishDate | 2019-07-01 |
| publisher | University of Sofia |
| record_format | Article |
| series | Bulgarian Journal of Science and Education Policy |
| spelling | doaj.art-7acfef05e92e4a97b31f44ef95c933f12022-12-21T21:21:17ZbulUniversity of SofiaBulgarian Journal of Science and Education Policy1313-19581313-91182019-07-011311833Estimation of Population Proportion of Stigmatized Attribute Using Bayesian ApproachA. O. AdepetunA. A. AdewaraBayesian Approach to Randomized Response Technique has been a technique for estimating the population proportion, especially of respondents possessing stigmatized attributes such as induced abortion, use of drugs and tax evasion. In this paper, we propose Bayesian estimators of population proportion of a stigmatized attribute assuming Kumaraswamy and the generalised beta prior using life data on induced abortion. The newly proposed Bayesian estimators were validated numerically for a large interval of the designed values of the population proportion at different sample sizes. It was observed that the newly developed Bayesian estimators were more sensitive in capturing stigmatized attribute than the Bayesian estimator developed by Hussain & Shabbir (2012) for relatively small, moderate as well as large sample sizes.http://bjsep.org/getfile.php?id=282Bayesian estimatorsalternative priorsstigmatized attributemean square errorabsolute bias |
| spellingShingle | A. O. Adepetun A. A. Adewara Estimation of Population Proportion of Stigmatized Attribute Using Bayesian Approach Bulgarian Journal of Science and Education Policy Bayesian estimators alternative priors stigmatized attribute mean square error absolute bias |
| title | Estimation of Population Proportion of Stigmatized Attribute Using Bayesian Approach |
| title_full | Estimation of Population Proportion of Stigmatized Attribute Using Bayesian Approach |
| title_fullStr | Estimation of Population Proportion of Stigmatized Attribute Using Bayesian Approach |
| title_full_unstemmed | Estimation of Population Proportion of Stigmatized Attribute Using Bayesian Approach |
| title_short | Estimation of Population Proportion of Stigmatized Attribute Using Bayesian Approach |
| title_sort | estimation of population proportion of stigmatized attribute using bayesian approach |
| topic | Bayesian estimators alternative priors stigmatized attribute mean square error absolute bias |
| url | http://bjsep.org/getfile.php?id=282 |
| work_keys_str_mv | AT aoadepetun estimationofpopulationproportionofstigmatizedattributeusingbayesianapproach AT aaadewara estimationofpopulationproportionofstigmatizedattributeusingbayesianapproach |