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
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