Literature DB >> 16089706

Maximum entropy and the problem of moments: a stable algorithm.

K Bandyopadhyay1, A K Bhattacharya, Parthapratim Biswas, D A Drabold.   

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.

Entities:  

Year:  2005        PMID: 16089706     DOI: 10.1103/PhysRevE.71.057701

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


  4 in total

1.  Best Probability Density Function for Random Sampled Data.

Authors:  Donald J Jacobs
Journal:  Entropy (Basel)       Date:  2009-12-04       Impact factor: 2.524

2.  Global Reliability Sensitivity Analysis Based on Maximum Entropy and 2-Layer Polynomial Chaos Expansion.

Authors:  Jianyu Zhao; Shengkui Zeng; Jianbin Guo; Shaohua Du
Journal:  Entropy (Basel)       Date:  2018-03-16       Impact factor: 2.524

3.  MEMe: An Accurate Maximum Entropy Method for Efficient Approximations in Large-Scale Machine Learning.

Authors:  Diego Granziol; Binxin Ru; Stefan Zohren; Xiaowen Dong; Michael Osborne; Stephen Roberts
Journal:  Entropy (Basel)       Date:  2019-05-31       Impact factor: 2.524

4.  Numerical Algorithms for Estimating Probability Density Function Based on the Maximum Entropy Principle and Fup Basis Functions.

Authors:  Nives Brajčić Kurbaša; Blaž Gotovac; Vedrana Kozulić; Hrvoje Gotovac
Journal:  Entropy (Basel)       Date:  2021-11-23       Impact factor: 2.524

  4 in total

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