Some Dissimilarity Measures of Branching Processes and Optimal Decision Making in the Presence of Potential Pandemics

We compute exact values respectively bounds of dissimilarity/distinguishability measures–in the sense of the Kullback-Leibler information distance (relative entropy) and some transforms of more general power divergences and Renyi divergences–between two competing discrete-time <i>Galton-Watson...

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Main Authors: Niels B. Kammerer, Wolfgang Stummer
Format: Article
Language:English
Published: MDPI AG 2020-08-01
Series:Entropy
Subjects:
Online Access:https://www.mdpi.com/1099-4300/22/8/874
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spelling doaj-6f9cda4882464b60abd7f1203331428f2020-11-25T04:02:00ZengMDPI AGEntropy1099-43002020-08-012287487410.3390/e22080874Some Dissimilarity Measures of Branching Processes and Optimal Decision Making in the Presence of Potential PandemicsNiels B. Kammerer0Wolfgang Stummer1Königinstrasse 75, 80539 Munich, GermanyDepartment of Mathematics, University of Erlangen–Nürnberg, Cauerstrasse 11, 91058 Erlangen, GermanyWe compute exact values respectively bounds of dissimilarity/distinguishability measures–in the sense of the Kullback-Leibler information distance (relative entropy) and some transforms of more general power divergences and Renyi divergences–between two competing discrete-time <i>Galton-Watson branching processes with immigration</i> GWI for which the offspring as well as the immigration (importation) is arbitrarily Poisson-distributed; especially, we allow for arbitrary type of extinction-concerning criticality and thus for non-stationarity. We apply this to optimal decision making in the context of the spread of potentially pandemic infectious diseases (such as e.g., the current COVID-19 pandemic), e.g., covering different levels of dangerousness and different kinds of intervention/mitigation strategies. Asymptotic distinguishability behaviour and diffusion limits are investigated, too.https://www.mdpi.com/1099-4300/22/8/874Galton-Watson branching processes with immigrationHellinger integralspower divergencesKullback-Leibler information distance/divergencerelative entropyRenyi divergences
collection DOAJ
language English
format Article
sources DOAJ
author Niels B. Kammerer
Wolfgang Stummer
spellingShingle Niels B. Kammerer
Wolfgang Stummer
Some Dissimilarity Measures of Branching Processes and Optimal Decision Making in the Presence of Potential Pandemics
Entropy
Galton-Watson branching processes with immigration
Hellinger integrals
power divergences
Kullback-Leibler information distance/divergence
relative entropy
Renyi divergences
author_facet Niels B. Kammerer
Wolfgang Stummer
author_sort Niels B. Kammerer
title Some Dissimilarity Measures of Branching Processes and Optimal Decision Making in the Presence of Potential Pandemics
title_short Some Dissimilarity Measures of Branching Processes and Optimal Decision Making in the Presence of Potential Pandemics
title_full Some Dissimilarity Measures of Branching Processes and Optimal Decision Making in the Presence of Potential Pandemics
title_fullStr Some Dissimilarity Measures of Branching Processes and Optimal Decision Making in the Presence of Potential Pandemics
title_full_unstemmed Some Dissimilarity Measures of Branching Processes and Optimal Decision Making in the Presence of Potential Pandemics
title_sort some dissimilarity measures of branching processes and optimal decision making in the presence of potential pandemics
publisher MDPI AG
series Entropy
issn 1099-4300
publishDate 2020-08-01
description We compute exact values respectively bounds of dissimilarity/distinguishability measures–in the sense of the Kullback-Leibler information distance (relative entropy) and some transforms of more general power divergences and Renyi divergences–between two competing discrete-time <i>Galton-Watson branching processes with immigration</i> GWI for which the offspring as well as the immigration (importation) is arbitrarily Poisson-distributed; especially, we allow for arbitrary type of extinction-concerning criticality and thus for non-stationarity. We apply this to optimal decision making in the context of the spread of potentially pandemic infectious diseases (such as e.g., the current COVID-19 pandemic), e.g., covering different levels of dangerousness and different kinds of intervention/mitigation strategies. Asymptotic distinguishability behaviour and diffusion limits are investigated, too.
topic Galton-Watson branching processes with immigration
Hellinger integrals
power divergences
Kullback-Leibler information distance/divergence
relative entropy
Renyi divergences
url https://www.mdpi.com/1099-4300/22/8/874
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