An alternative hotelling T^2 control chart based on Minimum Vector Variance (MVV)

The performance of traditional Hotelling T2 control chart using classical estimators in Phase I suffers from masking and swamping effect.To alleviate the problem, robust location and scale estimators are recommended.This paper proposed a robust Hotelling T2 control chart for individual observations...

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Main Authors: Syed Yahaya, Sharipah Soaad, Ali, Hazlina, Omar, Zurni
Format: Article
Language:English
Published: Canadian Center of Science and Education 2011
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Online Access:http://repo.uum.edu.my/12536/1/10514-34928-1-PB.pdf
http://repo.uum.edu.my/12536/
http://dx.doi.org/10.5539/mas.v5n4p132
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Institution: Universiti Utara Malaysia
Language: English
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spelling my.uum.repo.125362016-12-04T07:55:04Z http://repo.uum.edu.my/12536/ An alternative hotelling T^2 control chart based on Minimum Vector Variance (MVV) Syed Yahaya, Sharipah Soaad Ali, Hazlina Omar, Zurni QA Mathematics The performance of traditional Hotelling T2 control chart using classical estimators in Phase I suffers from masking and swamping effect.To alleviate the problem, robust location and scale estimators are recommended.This paper proposed a robust Hotelling T2 control chart for individual observations based on minimum vector variance (MVV) estimators as an alternative to the traditional multivariate T2 control chart for Phase II data.MVV is a new robust estimator which possesses the good properties as in minimum covariance determinant (MCD) with better computational efficiency.Through simulation study, we evaluate the performance of the proposed chart in terms of probability of detection and false alarm rates and compared with the performance of the traditional charts and the chart issued from MCD estimators.The results showed that MVV control chart has competitive performance relative to MCD and traditional control charts even under certain location parameter shifts in Phase I data. Canadian Center of Science and Education 2011 Article PeerReviewed application/pdf en http://repo.uum.edu.my/12536/1/10514-34928-1-PB.pdf Syed Yahaya, Sharipah Soaad and Ali, Hazlina and Omar, Zurni (2011) An alternative hotelling T^2 control chart based on Minimum Vector Variance (MVV). Modern Applied Science, 5 (4). pp. 132-151. ISSN 1913-1844 http://dx.doi.org/10.5539/mas.v5n4p132 doi:10.5539/mas.v5n4p132
institution Universiti Utara Malaysia
building UUM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Utara Malaysia
content_source UUM Institutionali Repository
url_provider http://repo.uum.edu.my/
language English
topic QA Mathematics
spellingShingle QA Mathematics
Syed Yahaya, Sharipah Soaad
Ali, Hazlina
Omar, Zurni
An alternative hotelling T^2 control chart based on Minimum Vector Variance (MVV)
description The performance of traditional Hotelling T2 control chart using classical estimators in Phase I suffers from masking and swamping effect.To alleviate the problem, robust location and scale estimators are recommended.This paper proposed a robust Hotelling T2 control chart for individual observations based on minimum vector variance (MVV) estimators as an alternative to the traditional multivariate T2 control chart for Phase II data.MVV is a new robust estimator which possesses the good properties as in minimum covariance determinant (MCD) with better computational efficiency.Through simulation study, we evaluate the performance of the proposed chart in terms of probability of detection and false alarm rates and compared with the performance of the traditional charts and the chart issued from MCD estimators.The results showed that MVV control chart has competitive performance relative to MCD and traditional control charts even under certain location parameter shifts in Phase I data.
format Article
author Syed Yahaya, Sharipah Soaad
Ali, Hazlina
Omar, Zurni
author_facet Syed Yahaya, Sharipah Soaad
Ali, Hazlina
Omar, Zurni
author_sort Syed Yahaya, Sharipah Soaad
title An alternative hotelling T^2 control chart based on Minimum Vector Variance (MVV)
title_short An alternative hotelling T^2 control chart based on Minimum Vector Variance (MVV)
title_full An alternative hotelling T^2 control chart based on Minimum Vector Variance (MVV)
title_fullStr An alternative hotelling T^2 control chart based on Minimum Vector Variance (MVV)
title_full_unstemmed An alternative hotelling T^2 control chart based on Minimum Vector Variance (MVV)
title_sort alternative hotelling t^2 control chart based on minimum vector variance (mvv)
publisher Canadian Center of Science and Education
publishDate 2011
url http://repo.uum.edu.my/12536/1/10514-34928-1-PB.pdf
http://repo.uum.edu.my/12536/
http://dx.doi.org/10.5539/mas.v5n4p132
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