Cargando…
Zipf–Mandelbrot law, f-divergences and the Jensen-type interpolating inequalities
Motivated by the method of interpolating inequalities that makes use of the improved Jensen-type inequalities, in this paper we integrate this approach with the well known Zipf–Mandelbrot law applied to various types of f-divergences and distances, such are Kullback–Leibler divergence, Hellinger dis...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5805843/ https://www.ncbi.nlm.nih.gov/pubmed/29456419 http://dx.doi.org/10.1186/s13660-018-1625-y |
_version_ | 1783299040931217408 |
---|---|
author | Lovričević, Neda Pečarić, Ðilda Pečarić, Josip |
author_facet | Lovričević, Neda Pečarić, Ðilda Pečarić, Josip |
author_sort | Lovričević, Neda |
collection | PubMed |
description | Motivated by the method of interpolating inequalities that makes use of the improved Jensen-type inequalities, in this paper we integrate this approach with the well known Zipf–Mandelbrot law applied to various types of f-divergences and distances, such are Kullback–Leibler divergence, Hellinger distance, Bhattacharyya distance (via coefficient), [Formula: see text] -divergence, total variation distance and triangular discrimination. Addressing these applications, we firstly deduce general results of the type for the Csiszár divergence functional from which the listed divergences originate. When presenting the analyzed inequalities for the Zipf–Mandelbrot law, we accentuate its special form, the Zipf law with its specific role in linguistics. We introduce this aspect through the Zipfian word distribution associated to the English and Russian languages, using the obtained bounds for the Kullback–Leibler divergence. |
format | Online Article Text |
id | pubmed-5805843 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-58058432018-02-14 Zipf–Mandelbrot law, f-divergences and the Jensen-type interpolating inequalities Lovričević, Neda Pečarić, Ðilda Pečarić, Josip J Inequal Appl Research Motivated by the method of interpolating inequalities that makes use of the improved Jensen-type inequalities, in this paper we integrate this approach with the well known Zipf–Mandelbrot law applied to various types of f-divergences and distances, such are Kullback–Leibler divergence, Hellinger distance, Bhattacharyya distance (via coefficient), [Formula: see text] -divergence, total variation distance and triangular discrimination. Addressing these applications, we firstly deduce general results of the type for the Csiszár divergence functional from which the listed divergences originate. When presenting the analyzed inequalities for the Zipf–Mandelbrot law, we accentuate its special form, the Zipf law with its specific role in linguistics. We introduce this aspect through the Zipfian word distribution associated to the English and Russian languages, using the obtained bounds for the Kullback–Leibler divergence. Springer International Publishing 2018-02-08 2018 /pmc/articles/PMC5805843/ /pubmed/29456419 http://dx.doi.org/10.1186/s13660-018-1625-y Text en © The Author(s) 2018 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Research Lovričević, Neda Pečarić, Ðilda Pečarić, Josip Zipf–Mandelbrot law, f-divergences and the Jensen-type interpolating inequalities |
title | Zipf–Mandelbrot law, f-divergences and the Jensen-type interpolating inequalities |
title_full | Zipf–Mandelbrot law, f-divergences and the Jensen-type interpolating inequalities |
title_fullStr | Zipf–Mandelbrot law, f-divergences and the Jensen-type interpolating inequalities |
title_full_unstemmed | Zipf–Mandelbrot law, f-divergences and the Jensen-type interpolating inequalities |
title_short | Zipf–Mandelbrot law, f-divergences and the Jensen-type interpolating inequalities |
title_sort | zipf–mandelbrot law, f-divergences and the jensen-type interpolating inequalities |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5805843/ https://www.ncbi.nlm.nih.gov/pubmed/29456419 http://dx.doi.org/10.1186/s13660-018-1625-y |
work_keys_str_mv | AT lovricevicneda zipfmandelbrotlawfdivergencesandthejensentypeinterpolatinginequalities AT pecaricðilda zipfmandelbrotlawfdivergencesandthejensentypeinterpolatinginequalities AT pecaricjosip zipfmandelbrotlawfdivergencesandthejensentypeinterpolatinginequalities |