Literature DB >> 12443286

Stability of Tsallis entropy and instabilities of Rényi and normalized Tsallis entropies: a basis for q-exponential distributions.

Sumiyoshi Abe1.   

Abstract

The q-exponential distributions, which are generalizations of the Zipf-Mandelbrot power-law distribution, are frequently encountered in complex systems at their stationary states. From the viewpoint of the principle of maximum entropy, they can apparently be derived from three different generalized entropies: the Rényi entropy, the Tsallis entropy, and the normalized Tsallis entropy. Accordingly, mere fittings of observed data by the q-exponential distributions do not lead to identification of the correct physical entropy. Here, stabilities of these entropies, i.e., their behaviors under arbitrary small deformation of a distribution, are examined. It is shown that, among the three, the Tsallis entropy is stable and can provide an entropic basis for the q-exponential distributions, whereas the others are unstable and cannot represent any experimentally observable quantities.

Year:  2002        PMID: 12443286     DOI: 10.1103/PhysRevE.66.046134

Source DB:  PubMed          Journal:  Phys Rev E Stat Nonlin Soft Matter Phys        ISSN: 1539-3755


  3 in total

1.  Asymptotically scale-invariant occupancy of phase space makes the entropy Sq extensive.

Authors:  Constantino Tsallis; Murray Gell-Mann; Yuzuru Sato
Journal:  Proc Natl Acad Sci U S A       Date:  2005-10-17       Impact factor: 11.205

Review 2.  A Brief Review of Generalized Entropies.

Authors:  José M Amigó; Sámuel G Balogh; Sergio Hernández
Journal:  Entropy (Basel)       Date:  2018-10-23       Impact factor: 2.524

3.  Coupled VAE: Improved Accuracy and Robustness of a Variational Autoencoder.

Authors:  Shichen Cao; Jingjing Li; Kenric P Nelson; Mark A Kon
Journal:  Entropy (Basel)       Date:  2022-03-18       Impact factor: 2.524

  3 in total

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