Generalized information theoretical approach to panel regression kink model

© 2017 by the Mathematical Association of Thailand. All rights reserved. This study aims at exploring the use of generalized maximum entropy for estimating the unknown parameters in macroeconomic panel data models with two special concerns. First, the macroeconomic empirical panel studies usually fa...

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Main Authors: Phachongchit Tibprasorn, Paravee Maneejuk, Songsak Sriboochitta
Format: Journal
Published: 2018
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http://cmuir.cmu.ac.th/jspui/handle/6653943832/57540
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-575402018-09-05T03:45:25Z Generalized information theoretical approach to panel regression kink model Phachongchit Tibprasorn Paravee Maneejuk Songsak Sriboochitta Mathematics © 2017 by the Mathematical Association of Thailand. All rights reserved. This study aims at exploring the use of generalized maximum entropy for estimating the unknown parameters in macroeconomic panel data models with two special concerns. First, the macroeconomic empirical panel studies usually face to a problem of data limitations, where the exiting estimation methods are often hard to get a significant results. Hence, we consider the GME estimator as one of the effective solutions for this problem. Second, there is often a discontinuity found in a relationship between explanatory and response variables in the macroeconomic studies. Therefore, in this study, the panel regression kink design based on the GME estimator is proposed for examining a discontinuous slope of the relationship between variables especially when the data is limited. The performance of the proposed method is evaluated through simulation study and later in the empirical analysis of the foreign direct investment. Both experiments showed a satisfiable performance of the model as well as the considered estimation technique. 2018-09-05T03:45:25Z 2018-09-05T03:45:25Z 2017-01-01 Journal 16860209 2-s2.0-85039719677 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85039719677&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/57540
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Mathematics
spellingShingle Mathematics
Phachongchit Tibprasorn
Paravee Maneejuk
Songsak Sriboochitta
Generalized information theoretical approach to panel regression kink model
description © 2017 by the Mathematical Association of Thailand. All rights reserved. This study aims at exploring the use of generalized maximum entropy for estimating the unknown parameters in macroeconomic panel data models with two special concerns. First, the macroeconomic empirical panel studies usually face to a problem of data limitations, where the exiting estimation methods are often hard to get a significant results. Hence, we consider the GME estimator as one of the effective solutions for this problem. Second, there is often a discontinuity found in a relationship between explanatory and response variables in the macroeconomic studies. Therefore, in this study, the panel regression kink design based on the GME estimator is proposed for examining a discontinuous slope of the relationship between variables especially when the data is limited. The performance of the proposed method is evaluated through simulation study and later in the empirical analysis of the foreign direct investment. Both experiments showed a satisfiable performance of the model as well as the considered estimation technique.
format Journal
author Phachongchit Tibprasorn
Paravee Maneejuk
Songsak Sriboochitta
author_facet Phachongchit Tibprasorn
Paravee Maneejuk
Songsak Sriboochitta
author_sort Phachongchit Tibprasorn
title Generalized information theoretical approach to panel regression kink model
title_short Generalized information theoretical approach to panel regression kink model
title_full Generalized information theoretical approach to panel regression kink model
title_fullStr Generalized information theoretical approach to panel regression kink model
title_full_unstemmed Generalized information theoretical approach to panel regression kink model
title_sort generalized information theoretical approach to panel regression kink model
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85039719677&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/57540
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