Comparison of entropy measures in generalized maximum entropy estimation

© Published under licence by IOP Publishing Ltd. This study aims at comparing the efficiency of different Entropy measures in generalized maximum entropy estimation of the unknown parameters in macroeconomic panel data models by investigating the impacts of foreign direct investment on economic grow...

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Main Authors: Wilawan Srichaikul, Woraphon Yamaka, Paravee Maneejuk, Songsak Sriboonchitta
Format: Conference Proceeding
Published: 2018
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http://cmuir.cmu.ac.th/jspui/handle/6653943832/59116
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-591162018-09-05T04:38:42Z Comparison of entropy measures in generalized maximum entropy estimation Wilawan Srichaikul Woraphon Yamaka Paravee Maneejuk Songsak Sriboonchitta Physics and Astronomy © Published under licence by IOP Publishing Ltd. This study aims at comparing the efficiency of different Entropy measures in generalized maximum entropy estimation of the unknown parameters in macroeconomic panel data models by investigating the impacts of foreign direct investment on economic growth of 10 ASEAN countries over the period of 16 years (2001-2016). The three entropy measures (Shannon, Tsallis and Renyi entropy) are used as ordinary least squares estimator and generalized maximum entropy estimator. The results show that Tsallis entropy is the most appropriate to describe the effect of FDI on real GDP in ASEAN countries as it provides the maximum Max Entropy value and the lowest mean square error (MSE). The results of FDI indicates its positive impact on real GDP with the coefficient equal to 0.194 meaning when the FDI increases by 1 percent then the real GDP will increase by 0.194%. FDI is considered as one of the main factors affecting inward real GDP as an increase in production of goods and services leads to a rise in GDP This, in turn, makes the economy more attractive to the foreign investors. 2018-09-05T04:38:42Z 2018-09-05T04:38:42Z 2018-07-26 Conference Proceeding 17426596 17426588 2-s2.0-85051381316 10.1088/1742-6596/1053/1/012021 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85051381316&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/59116
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Physics and Astronomy
spellingShingle Physics and Astronomy
Wilawan Srichaikul
Woraphon Yamaka
Paravee Maneejuk
Songsak Sriboonchitta
Comparison of entropy measures in generalized maximum entropy estimation
description © Published under licence by IOP Publishing Ltd. This study aims at comparing the efficiency of different Entropy measures in generalized maximum entropy estimation of the unknown parameters in macroeconomic panel data models by investigating the impacts of foreign direct investment on economic growth of 10 ASEAN countries over the period of 16 years (2001-2016). The three entropy measures (Shannon, Tsallis and Renyi entropy) are used as ordinary least squares estimator and generalized maximum entropy estimator. The results show that Tsallis entropy is the most appropriate to describe the effect of FDI on real GDP in ASEAN countries as it provides the maximum Max Entropy value and the lowest mean square error (MSE). The results of FDI indicates its positive impact on real GDP with the coefficient equal to 0.194 meaning when the FDI increases by 1 percent then the real GDP will increase by 0.194%. FDI is considered as one of the main factors affecting inward real GDP as an increase in production of goods and services leads to a rise in GDP This, in turn, makes the economy more attractive to the foreign investors.
format Conference Proceeding
author Wilawan Srichaikul
Woraphon Yamaka
Paravee Maneejuk
Songsak Sriboonchitta
author_facet Wilawan Srichaikul
Woraphon Yamaka
Paravee Maneejuk
Songsak Sriboonchitta
author_sort Wilawan Srichaikul
title Comparison of entropy measures in generalized maximum entropy estimation
title_short Comparison of entropy measures in generalized maximum entropy estimation
title_full Comparison of entropy measures in generalized maximum entropy estimation
title_fullStr Comparison of entropy measures in generalized maximum entropy estimation
title_full_unstemmed Comparison of entropy measures in generalized maximum entropy estimation
title_sort comparison of entropy measures in generalized maximum entropy estimation
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85051381316&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/59116
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