Some mathematical aspects of DAG-based distributed Ledger systems

Detalhes bibliográficos
Autor(a) principal: Olívia Terence Saa
Data de Publicação: 2020
Tipo de documento: Tese
Idioma: eng
Título da fonte: Biblioteca Digital de Teses e Dissertações da USP
Texto Completo: https://doi.org/10.11606/T.45.2020.tde-06012023-194249
Resumo: In the first part of this work, we present, model and analyze a randomized automated peering model, that can be implemented to any distributed system. We conclude that the scheme has some desirable properties (specifically, a reasonable message overhead, a reasonable distribution of the numbers of peers of a node, and a negligible probability of an attack by a malicious actor to be successful). In the second part, we present an article published in the volume 136 of the journal Computers & Industrial Engineering, in October of 2019 (DOI 10.1016=j.cie.2019.07.025). In the paper, we analyze the Nash Equilibria of a graph attachment game, defined to represent the different strategies that malicious actors can use to take certain advantages in a DAG-based (i.e., based on Directed Acyclic Graphs) distributed ledger system. We prove the existence of almost symmetric Nash equilibria for the system where a part of players tries to optimize their attachment strategies and another part follows a default one. We also present simulations that show that the selfish players will not choose strategies that are considerably different that the recommended one.
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spelling info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/doctoralThesis Some mathematical aspects of DAG-based distributed Ledger systems Aspectos matemáticos diversos sobre sistemas de Ledger distribuído baseados em DAGs 2020-07-06André Salles de CarvalhoSerguei PopovChristophe Frederic GallescoAnatoli IambartsevFabio Prates MachadoRoberto Venegeroles NascimentoOlívia Terence SaaUniversidade de São PauloMatemática AplicadaUSPBR Distributed systems DLT DLT Equilíbrio de Nash Nash equilibria Sistemas distribuídos Tangle Tangle In the first part of this work, we present, model and analyze a randomized automated peering model, that can be implemented to any distributed system. We conclude that the scheme has some desirable properties (specifically, a reasonable message overhead, a reasonable distribution of the numbers of peers of a node, and a negligible probability of an attack by a malicious actor to be successful). In the second part, we present an article published in the volume 136 of the journal Computers & Industrial Engineering, in October of 2019 (DOI 10.1016=j.cie.2019.07.025). In the paper, we analyze the Nash Equilibria of a graph attachment game, defined to represent the different strategies that malicious actors can use to take certain advantages in a DAG-based (i.e., based on Directed Acyclic Graphs) distributed ledger system. We prove the existence of almost symmetric Nash equilibria for the system where a part of players tries to optimize their attachment strategies and another part follows a default one. We also present simulations that show that the selfish players will not choose strategies that are considerably different that the recommended one. Na primeira parte do presente trabalho, um sistema de peering automático e aleatório é apresentado, modelado e analisado. Este sistema pode ser implementado em qualquer sistema distribuído. Concluímos que ele possui certas propriedades desejáveis (especificamente, um fluxo baixo de mensagens entre os agentes, uma distribuição razoável do número de conexões de cada nó e uma probabilidade desprezável de ser atacado). Na segunda parte do trabalho, apresentamos um artigo publicado no volume 136 do periódico Computers & Industrial Engineering, de outubro de 2019 (DOI 10.1016=j.cie.2019.07.025). Neste paper, analisamos os equilíbrios de Nash de um jogo definido de tal maneira a representar as diferentes estratégias que participantes maliciosos podem utilizar para obter certas vantagens em um sistema de Ledger distribuído baseado em DAGs (Directed Acyclic Graphs). Provamos a existência de equilíbrios quase simétricos para o sistema no qual uma parte dos jogadores usa uma estratégia padronizada e a outra parte tenta otimizar sua estratégia. Também são apresentadas simulações que apontam que os atores egoístas não escolherão estratégias excessivamente diferentes das estratégias padrão. https://doi.org/10.11606/T.45.2020.tde-06012023-194249info:eu-repo/semantics/openAccessengreponame:Biblioteca Digital de Teses e Dissertações da USPinstname:Universidade de São Paulo (USP)instacron:USP2023-12-21T18:18:21Zoai:teses.usp.br:tde-06012023-194249Biblioteca Digital de Teses e Dissertaçõeshttp://www.teses.usp.br/PUBhttp://www.teses.usp.br/cgi-bin/mtd2br.plvirginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.bropendoar:27212023-12-22T12:12:14.928724Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)false
dc.title.en.fl_str_mv Some mathematical aspects of DAG-based distributed Ledger systems
dc.title.alternative.pt.fl_str_mv Aspectos matemáticos diversos sobre sistemas de Ledger distribuído baseados em DAGs
title Some mathematical aspects of DAG-based distributed Ledger systems
spellingShingle Some mathematical aspects of DAG-based distributed Ledger systems
Olívia Terence Saa
title_short Some mathematical aspects of DAG-based distributed Ledger systems
title_full Some mathematical aspects of DAG-based distributed Ledger systems
title_fullStr Some mathematical aspects of DAG-based distributed Ledger systems
title_full_unstemmed Some mathematical aspects of DAG-based distributed Ledger systems
title_sort Some mathematical aspects of DAG-based distributed Ledger systems
author Olívia Terence Saa
author_facet Olívia Terence Saa
author_role author
dc.contributor.advisor1.fl_str_mv André Salles de Carvalho
dc.contributor.advisor-co1.fl_str_mv Serguei Popov
dc.contributor.referee1.fl_str_mv Christophe Frederic Gallesco
dc.contributor.referee2.fl_str_mv Anatoli Iambartsev
dc.contributor.referee3.fl_str_mv Fabio Prates Machado
dc.contributor.referee4.fl_str_mv Roberto Venegeroles Nascimento
dc.contributor.author.fl_str_mv Olívia Terence Saa
contributor_str_mv André Salles de Carvalho
Serguei Popov
Christophe Frederic Gallesco
Anatoli Iambartsev
Fabio Prates Machado
Roberto Venegeroles Nascimento
description In the first part of this work, we present, model and analyze a randomized automated peering model, that can be implemented to any distributed system. We conclude that the scheme has some desirable properties (specifically, a reasonable message overhead, a reasonable distribution of the numbers of peers of a node, and a negligible probability of an attack by a malicious actor to be successful). In the second part, we present an article published in the volume 136 of the journal Computers & Industrial Engineering, in October of 2019 (DOI 10.1016=j.cie.2019.07.025). In the paper, we analyze the Nash Equilibria of a graph attachment game, defined to represent the different strategies that malicious actors can use to take certain advantages in a DAG-based (i.e., based on Directed Acyclic Graphs) distributed ledger system. We prove the existence of almost symmetric Nash equilibria for the system where a part of players tries to optimize their attachment strategies and another part follows a default one. We also present simulations that show that the selfish players will not choose strategies that are considerably different that the recommended one.
publishDate 2020
dc.date.issued.fl_str_mv 2020-07-06
dc.type.status.fl_str_mv info:eu-repo/semantics/publishedVersion
dc.type.driver.fl_str_mv info:eu-repo/semantics/doctoralThesis
format doctoralThesis
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dc.identifier.uri.fl_str_mv https://doi.org/10.11606/T.45.2020.tde-06012023-194249
url https://doi.org/10.11606/T.45.2020.tde-06012023-194249
dc.language.iso.fl_str_mv eng
language eng
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.publisher.none.fl_str_mv Universidade de São Paulo
dc.publisher.program.fl_str_mv Matemática Aplicada
dc.publisher.initials.fl_str_mv USP
dc.publisher.country.fl_str_mv BR
publisher.none.fl_str_mv Universidade de São Paulo
dc.source.none.fl_str_mv reponame:Biblioteca Digital de Teses e Dissertações da USP
instname:Universidade de São Paulo (USP)
instacron:USP
instname_str Universidade de São Paulo (USP)
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institution USP
reponame_str Biblioteca Digital de Teses e Dissertações da USP
collection Biblioteca Digital de Teses e Dissertações da USP
repository.name.fl_str_mv Biblioteca Digital de Teses e Dissertações da USP - Universidade de São Paulo (USP)
repository.mail.fl_str_mv virginia@if.usp.br|| atendimento@aguia.usp.br||virginia@if.usp.br
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