Maximum entropy and the problem of moments: A stable algorithm

K. Bandyopadhyay, A. K. Bhattacharya, Parthapratim Biswas, and D. A. Drabold
Phys. Rev. E 71, 057701 – Published 12 May 2005

Abstract

We present a technique for entropy optimization to calculate a distribution from its moments. The technique is based upon maximizing a discretized form of the Shannon entropy functional by mapping the problem onto a dual space where an optimal solution can be constructed iteratively. We demonstrate the performance and stability of our algorithm with several tests on numerically difficult functions. We then consider an electronic structure application, the electronic density of states of amorphous silica, and study the convergence of the Fermi level with increasing number of moments.

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  • Received 27 December 2004

DOI:https://doi.org/10.1103/PhysRevE.71.057701

©2005 American Physical Society

Authors & Affiliations

K. Bandyopadhyay and A. K. Bhattacharya*

  • Department of Physics, University of Burdwan, Burdwan, West Bengal 713104, India

Parthapratim Biswas and D. A. Drabold

  • Department of Physics and Astronomy, Ohio University, Athens, Ohio 45701, USA

  • *Electronic address: physakb@yahoo.com
  • Electronic address: biswas@phy.ohiou.edu
  • Electronic address: drabold@ohio.edu

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Issue

Vol. 71, Iss. 5 — May 2005

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