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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Autor principal: Second Bwanakare
Formato: Libro
Publicado: De Gruyter Open Poland 2017
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Acceso en línea:Ver este registro en EBSCOhost
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        9783110550436
        9783110550443
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        atl: Non-Extensive Entropy Econometrics for Low Frequency Series : National Accounts-Based Inverse Problems
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        au: Second Bwanakare
      su:
        Econometrics
        Maximum entropy method
        Business cycles
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          BUSINESS & ECONOMICS / Econometrics
          BUSINESS & ECONOMICS / Economics / General
          POLITICAL SCIENCE / Public Policy / Economic Policy
          Econometrics
          Maximum entropy method
          Business cycles
      ab: 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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    language: English
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