Technical efficiency in rice production at farm level in northern Thailand: A stochastic frontier with maximum entropy approach

© 2017 by the Mathematical Association of Thailand. All rights reserved. In this paper, we apply a maximum entropy estimation method that is used as substitute for maximum likelihood method approach. This methodology was applied to sticky rice production data from Northern area, Chiang Mai province,...

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Main Authors: Kittawit Autchariyapanitkul, Jirakom Srisirisakulchai, Kasem Kunasri, Apiwat Ayusuk
Format: Journal
Published: 2018
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http://cmuir.cmu.ac.th/jspui/handle/6653943832/57551
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-575512018-09-05T03:45:32Z Technical efficiency in rice production at farm level in northern Thailand: A stochastic frontier with maximum entropy approach Kittawit Autchariyapanitkul Jirakom Srisirisakulchai Kasem Kunasri Apiwat Ayusuk Mathematics © 2017 by the Mathematical Association of Thailand. All rights reserved. In this paper, we apply a maximum entropy estimation method that is used as substitute for maximum likelihood method approach. This methodology was applied to sticky rice production data from Northern area, Chiang Mai province, Thailand. The mean square error (MSE) and standard error of parameters confirm that the method of GME in stochastic frontier model is more accurate than the conventional stochastic frontier model. In particular, the standard stochastic frontier model underestimate the technical inefficiency scores for the lower rankings and overestimate for the higher rankings. In this study, 95% of the sticky rice farmers were found to have high inefficiencies and most of them had technical inefficiencies between 0.6 and 0.8. These findings suggest that a considerable amount of productivity is lost due to inefficiency. 2018-09-05T03:45:32Z 2018-09-05T03:45:32Z 2017-01-01 Journal 16860209 2-s2.0-85039700082 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85039700082&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/57551
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Mathematics
spellingShingle Mathematics
Kittawit Autchariyapanitkul
Jirakom Srisirisakulchai
Kasem Kunasri
Apiwat Ayusuk
Technical efficiency in rice production at farm level in northern Thailand: A stochastic frontier with maximum entropy approach
description © 2017 by the Mathematical Association of Thailand. All rights reserved. In this paper, we apply a maximum entropy estimation method that is used as substitute for maximum likelihood method approach. This methodology was applied to sticky rice production data from Northern area, Chiang Mai province, Thailand. The mean square error (MSE) and standard error of parameters confirm that the method of GME in stochastic frontier model is more accurate than the conventional stochastic frontier model. In particular, the standard stochastic frontier model underestimate the technical inefficiency scores for the lower rankings and overestimate for the higher rankings. In this study, 95% of the sticky rice farmers were found to have high inefficiencies and most of them had technical inefficiencies between 0.6 and 0.8. These findings suggest that a considerable amount of productivity is lost due to inefficiency.
format Journal
author Kittawit Autchariyapanitkul
Jirakom Srisirisakulchai
Kasem Kunasri
Apiwat Ayusuk
author_facet Kittawit Autchariyapanitkul
Jirakom Srisirisakulchai
Kasem Kunasri
Apiwat Ayusuk
author_sort Kittawit Autchariyapanitkul
title Technical efficiency in rice production at farm level in northern Thailand: A stochastic frontier with maximum entropy approach
title_short Technical efficiency in rice production at farm level in northern Thailand: A stochastic frontier with maximum entropy approach
title_full Technical efficiency in rice production at farm level in northern Thailand: A stochastic frontier with maximum entropy approach
title_fullStr Technical efficiency in rice production at farm level in northern Thailand: A stochastic frontier with maximum entropy approach
title_full_unstemmed Technical efficiency in rice production at farm level in northern Thailand: A stochastic frontier with maximum entropy approach
title_sort technical efficiency in rice production at farm level in northern thailand: a stochastic frontier with maximum entropy approach
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85039700082&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/57551
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