Non-Extensive Entropy Econometrics for Low Frequency Series. National Accounts-Based Inverse Problems

Non-extensive Entropy Econometrics for Low Frequency Series provides a new and robust power-law-based, non-extensive entropy econometrics approach to the economic modelling of ill-behaved inverse problems. Particular attention is paid to national account-based general equilibrium models known for th...

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المؤلف الرئيسي: Bwanakare, Second
التنسيق: Online
اللغة:الإنجليزية
منشور في: De Gruyter 2021
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الوصول للمادة أونلاين:23253
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author Bwanakare, Second
author_browse Bwanakare, Second
author_facet Bwanakare, Second
author_sort Bwanakare, Second
collection Directory of Open Access Books
description Non-extensive Entropy Econometrics for Low Frequency Series provides a new and robust power-law-based, non-extensive entropy econometrics approach to the economic modelling of ill-behaved inverse problems. Particular attention is paid to national account-based general equilibrium models known for their relative complexity. In theoretical terms, the approach generalizes Gibbs-Shannon-Golan entropy models, which are useful for describing ergodic phenomena. In essence, this entropy econometrics approach constitutes a junction of two distinct concepts: Jayne’s maximum entropy principle and the Bayesian generalized method of moments. Rival econometric techniques are not conceptually adapted to solving complex inverse problems or are seriously limited when it comes to practical implementation. Recent literature showed that amplitude and frequency of macroeconomic fluctuations do not substantially diverge from many other extreme events, natural or human-related, once they are explained in the same time (or space) scale. Non-extensive entropy is a precious device for econometric modelling even in the case of low frequency series, since outputs evolving within the Gaussian attractor correspond to the Tsallis entropy limiting case of Tsallis q-parameter around unity. This book introduces a sub-discipline called Non-extensive Entropy Econometrics or, using a recent expression, Superstar Generalised Econometrics. It demonstrates, using national accounts-based models, that this approach facilitates solving nonlinear, complex inverse problems, previously considered intractable, such as the constant elasticity of substitution class of functions. This new proposed approach could extend the frontier of theoretical and applied econometrics.
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spelling doab-20.500.12854ir-547372023-12-20T15:53:53Z Non-Extensive Entropy Econometrics for Low Frequency Series. National Accounts-Based Inverse Problems Bwanakare, Second HB1-3840 general equilibrium macro-economic model econometrics generalized cross-entropy bic Book Industry Communication::K Economics, finance, business & management Non-extensive Entropy Econometrics for Low Frequency Series provides a new and robust power-law-based, non-extensive entropy econometrics approach to the economic modelling of ill-behaved inverse problems. Particular attention is paid to national account-based general equilibrium models known for their relative complexity. In theoretical terms, the approach generalizes Gibbs-Shannon-Golan entropy models, which are useful for describing ergodic phenomena. In essence, this entropy econometrics approach constitutes a junction of two distinct concepts: Jayne’s maximum entropy principle and the Bayesian generalized method of moments. Rival econometric techniques are not conceptually adapted to solving complex inverse problems or are seriously limited when it comes to practical implementation. Recent literature showed that amplitude and frequency of macroeconomic fluctuations do not substantially diverge from many other extreme events, natural or human-related, once they are explained in the same time (or space) scale. Non-extensive entropy is a precious device for econometric modelling even in the case of low frequency series, since outputs evolving within the Gaussian attractor correspond to the Tsallis entropy limiting case of Tsallis q-parameter around unity. This book introduces a sub-discipline called Non-extensive Entropy Econometrics or, using a recent expression, Superstar Generalised Econometrics. It demonstrates, using national accounts-based models, that this approach facilitates solving nonlinear, complex inverse problems, previously considered intractable, such as the constant elasticity of substitution class of functions. This new proposed approach could extend the frontier of theoretical and applied econometrics. 2021-02-11T21:07:01Z 2021-02-11T21:07:01Z 2017-08-10 13:47:31 2017 book 23253 9783110550764 9783110550443 https://directory.doabooks.org/handle/20.500.12854/54737 eng image/jpeg Attribution-NonCommercial-NoDerivatives 4.0 International https://doi.org/10.1515/9783110550443 De Gruyter 10.1515/9783110550443 10.1515/9783110550443 af2fbfcc-ee87-43d8-a035-afb9d7eef6a5 9783110550764 9783110550443 218 open access
spellingShingle HB1-3840
general equilibrium macro-economic model
econometrics
generalized cross-entropy
bic Book Industry Communication::K Economics, finance, business & management
Bwanakare, Second
Non-Extensive Entropy Econometrics for Low Frequency Series. National Accounts-Based Inverse Problems
title Non-Extensive Entropy Econometrics for Low Frequency Series. National Accounts-Based Inverse Problems
title_full Non-Extensive Entropy Econometrics for Low Frequency Series. National Accounts-Based Inverse Problems
title_fullStr Non-Extensive Entropy Econometrics for Low Frequency Series. National Accounts-Based Inverse Problems
title_full_unstemmed Non-Extensive Entropy Econometrics for Low Frequency Series. National Accounts-Based Inverse Problems
title_short Non-Extensive Entropy Econometrics for Low Frequency Series. National Accounts-Based Inverse Problems
title_sort non extensive entropy econometrics for low frequency series national accounts based inverse problems
topic HB1-3840
general equilibrium macro-economic model
econometrics
generalized cross-entropy
bic Book Industry Communication::K Economics, finance, business & management
topic_facet HB1-3840
general equilibrium macro-economic model
econometrics
generalized cross-entropy
bic Book Industry Communication::K Economics, finance, business & management
url 23253
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