On the Adjustment of Non-Response through Imputation for Estimating Current Mean in Repeated Surveys
In this paper we have proposed an imputation method based on a family of factor-type estimator to deal with the problem of non-response assuming that the target population has been sampled at two different occasions. The aim is to estimate the current population mean on the basis of matching the sam...
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Format: | Article |
Language: | English |
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University of Bologna
2018-12-01
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Series: | Statistica |
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Online Access: | https://rivista-statistica.unibo.it/article/view/6930 |
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author | Priyanka Singh Ajeet Kumar Singh Vijay Kumar Singh |
author_facet | Priyanka Singh Ajeet Kumar Singh Vijay Kumar Singh |
author_sort | Priyanka Singh |
collection | DOAJ |
description | In this paper we have proposed an imputation method based on a family of factor-type estimator to deal with the problem of non-response assuming that the target population has been sampled at two different occasions. The aim is to estimate the current population mean on the basis of matching the sample from the previous occasion and on the basis of fresh sample selected at the current occasion. It has been assumed that the non-response is exhibited by the population at both the occasions and, therefore, the imputation of missing values is required in both the samples, namely, matched sample and fresh sample. Accordingly, a combined point estimator has been suggested after imputation which generates a one-parameter family of estimators. The properties of the estimator have been investigated and the replacement policy has been discussed. Finally, the comparison of the proposed class has been made with another estimator for their performances. |
first_indexed | 2024-12-11T14:23:53Z |
format | Article |
id | doaj.art-c2abed755f444c0ab0c40891f318de88 |
institution | Directory Open Access Journal |
issn | 0390-590X 1973-2201 |
language | English |
last_indexed | 2024-12-11T14:23:53Z |
publishDate | 2018-12-01 |
publisher | University of Bologna |
record_format | Article |
series | Statistica |
spelling | doaj.art-c2abed755f444c0ab0c40891f318de882022-12-22T01:02:48ZengUniversity of BolognaStatistica0390-590X1973-22012018-12-0178321523210.6092/issn.1973-2201/69307670On the Adjustment of Non-Response through Imputation for Estimating Current Mean in Repeated SurveysPriyanka Singh0Ajeet Kumar Singh1Vijay Kumar Singh2School of Management, SRM ISTDirectorate of Economics and Statistics, Civil LinesBanaras Hindu UniversityIn this paper we have proposed an imputation method based on a family of factor-type estimator to deal with the problem of non-response assuming that the target population has been sampled at two different occasions. The aim is to estimate the current population mean on the basis of matching the sample from the previous occasion and on the basis of fresh sample selected at the current occasion. It has been assumed that the non-response is exhibited by the population at both the occasions and, therefore, the imputation of missing values is required in both the samples, namely, matched sample and fresh sample. Accordingly, a combined point estimator has been suggested after imputation which generates a one-parameter family of estimators. The properties of the estimator have been investigated and the replacement policy has been discussed. Finally, the comparison of the proposed class has been made with another estimator for their performances.https://rivista-statistica.unibo.it/article/view/6930Non-responseImputationRepeated surveysFactor type estimator |
spellingShingle | Priyanka Singh Ajeet Kumar Singh Vijay Kumar Singh On the Adjustment of Non-Response through Imputation for Estimating Current Mean in Repeated Surveys Statistica Non-response Imputation Repeated surveys Factor type estimator |
title | On the Adjustment of Non-Response through Imputation for Estimating Current Mean in Repeated Surveys |
title_full | On the Adjustment of Non-Response through Imputation for Estimating Current Mean in Repeated Surveys |
title_fullStr | On the Adjustment of Non-Response through Imputation for Estimating Current Mean in Repeated Surveys |
title_full_unstemmed | On the Adjustment of Non-Response through Imputation for Estimating Current Mean in Repeated Surveys |
title_short | On the Adjustment of Non-Response through Imputation for Estimating Current Mean in Repeated Surveys |
title_sort | on the adjustment of non response through imputation for estimating current mean in repeated surveys |
topic | Non-response Imputation Repeated surveys Factor type estimator |
url | https://rivista-statistica.unibo.it/article/view/6930 |
work_keys_str_mv | AT priyankasingh ontheadjustmentofnonresponsethroughimputationforestimatingcurrentmeaninrepeatedsurveys AT ajeetkumarsingh ontheadjustmentofnonresponsethroughimputationforestimatingcurrentmeaninrepeatedsurveys AT vijaykumarsingh ontheadjustmentofnonresponsethroughimputationforestimatingcurrentmeaninrepeatedsurveys |