The Frontier of Estimator Comparison between MLE and MEboot Estimation: Application for Optimization Management of Macroeconomics

© Published under licence by IOP Publishing Ltd. One of the most difficult problems that many quantitative researchers have been trying to computationally solve is the parametric prediction. Interestingly, is the maximum likelihood estimator really the best estimator for data predictive estimating i...

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Main Authors: S. Wannapan, C. Chaiboonsri
Format: Conference Proceeding
Published: 2018
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Online Access:https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85049888444&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/59137
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Institution: Chiang Mai University
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spelling th-cmuir.6653943832-591372018-09-05T04:39:04Z The Frontier of Estimator Comparison between MLE and MEboot Estimation: Application for Optimization Management of Macroeconomics S. Wannapan C. Chaiboonsri Physics and Astronomy © Published under licence by IOP Publishing Ltd. One of the most difficult problems that many quantitative researchers have been trying to computationally solve is the parametric prediction. Interestingly, is the maximum likelihood estimator really the best estimator for data predictive estimating in the recent moment? This question leads the authors to conduct the mathematically experimental study by using data generating processes (DGP), entropy calculating, and cross-entropy analyses for seeking the best estimator between the maximum likelihood method (MLE) and maximum entropy bootstrapping approach (MEboot). Furthermore, the experimental solution would be employed to the real application in a macro econometrical research. Consequently, the empirical results in this paper can be the sensible tool for mathematicians or even economists to improve the data prediction in time-series analyses. 2018-09-05T04:39:04Z 2018-09-05T04:39:04Z 2018-06-27 Conference Proceeding 17426596 17426588 2-s2.0-85049888444 10.1088/1742-6596/1039/1/012027 https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85049888444&origin=inward http://cmuir.cmu.ac.th/jspui/handle/6653943832/59137
institution Chiang Mai University
building Chiang Mai University Library
country Thailand
collection CMU Intellectual Repository
topic Physics and Astronomy
spellingShingle Physics and Astronomy
S. Wannapan
C. Chaiboonsri
The Frontier of Estimator Comparison between MLE and MEboot Estimation: Application for Optimization Management of Macroeconomics
description © Published under licence by IOP Publishing Ltd. One of the most difficult problems that many quantitative researchers have been trying to computationally solve is the parametric prediction. Interestingly, is the maximum likelihood estimator really the best estimator for data predictive estimating in the recent moment? This question leads the authors to conduct the mathematically experimental study by using data generating processes (DGP), entropy calculating, and cross-entropy analyses for seeking the best estimator between the maximum likelihood method (MLE) and maximum entropy bootstrapping approach (MEboot). Furthermore, the experimental solution would be employed to the real application in a macro econometrical research. Consequently, the empirical results in this paper can be the sensible tool for mathematicians or even economists to improve the data prediction in time-series analyses.
format Conference Proceeding
author S. Wannapan
C. Chaiboonsri
author_facet S. Wannapan
C. Chaiboonsri
author_sort S. Wannapan
title The Frontier of Estimator Comparison between MLE and MEboot Estimation: Application for Optimization Management of Macroeconomics
title_short The Frontier of Estimator Comparison between MLE and MEboot Estimation: Application for Optimization Management of Macroeconomics
title_full The Frontier of Estimator Comparison between MLE and MEboot Estimation: Application for Optimization Management of Macroeconomics
title_fullStr The Frontier of Estimator Comparison between MLE and MEboot Estimation: Application for Optimization Management of Macroeconomics
title_full_unstemmed The Frontier of Estimator Comparison between MLE and MEboot Estimation: Application for Optimization Management of Macroeconomics
title_sort frontier of estimator comparison between mle and meboot estimation: application for optimization management of macroeconomics
publishDate 2018
url https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=85049888444&origin=inward
http://cmuir.cmu.ac.th/jspui/handle/6653943832/59137
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