Some Useful Integral Representations for Information-Theoretic Analyses.

Rényi entropy estimation errors fractional moments guessing integral representation jamming logarithmic expectation moment-generating function multivariate Cauchy distributions

Journal

Entropy (Basel, Switzerland)
ISSN: 1099-4300
Titre abrégé: Entropy (Basel)
Pays: Switzerland
ID NLM: 101243874

Informations de publication

Date de publication:
26 Jun 2020
Historique:
received: 13 05 2020
revised: 09 06 2020
accepted: 24 06 2020
entrez: 8 12 2020
pubmed: 9 12 2020
medline: 9 12 2020
Statut: epublish

Résumé

This work is an extension of our earlier article, where a well-known integral representation of the logarithmic function was explored and was accompanied with demonstrations of its usefulness in obtaining compact, easily-calculable, exact formulas for quantities that involve expectations of the logarithm of a positive random variable. Here, in the same spirit, we derive an exact integral representation (in one or two dimensions) of the moment of a nonnegative random variable, or the sum of such independent random variables, where the moment order is a general positive non-integer real (also known as fractional moments). The proposed formula is applied to a variety of examples with an information-theoretic motivation, and it is shown how it facilitates their numerical evaluations. In particular, when applied to the calculation of a moment of the sum of a large number,

Identifiants

pubmed: 33286479
pii: e22060707
doi: 10.3390/e22060707
pmc: PMC7838875
pii:
doi:

Types de publication

Journal Article

Langues

eng

Références

Entropy (Basel). 2018 Mar 09;20(3):
pubmed: 33265276
Entropy (Basel). 2018 Nov 22;20(12):
pubmed: 33266620
Entropy (Basel). 2019 Dec 30;22(1):
pubmed: 33285826
Phys Rev E Stat Phys Plasmas Fluids Relat Interdiscip Topics. 1993 Aug;48(2):1046-1050
pubmed: 9960688

Auteurs

Neri Merhav (N)

The Andrew and Erna Viterbi Faculty of Electrical Engineering, Israel Institute of Technology Technion City, Haifa 3200003, Israel.

Igal Sason (I)

The Andrew and Erna Viterbi Faculty of Electrical Engineering, Israel Institute of Technology Technion City, Haifa 3200003, Israel.

Classifications MeSH