信任和声誉系统的变式表述

IF 0.8 3区 数学 Q2 MATHEMATICS Positivity Pub Date : 2024-06-03 DOI:10.1007/s11117-024-01061-4
Gabriella Colajanni, Patrizia Daniele, Sofia Giuffrè, Attilio Marcianò
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引用次数: 0

摘要

信任和声誉系统在现代去中心化环境中发挥着举足轻重的作用,在各种在线互动中促进合作并降低风险。本文介绍了信任和声誉系统建模和分析的变式表述方法。通过将信任和声誉表述为变式问题,这种方法为理解信任建立的基本机制提供了一个新的视角。考虑到每个受托人都试图使其收益(即收益减去成本)最大化,变分公式为确定均衡加权信任值提供了一个数学框架。本文通过大量模拟来说明这种变分公式的适用性,展示了它在信任和声誉系统建模中的有效性。从这种方法中获得的启示为在分散环境中设计和实施更可靠、更高效的信任和声誉机制提供了宝贵的指导。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

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A variational formulation for a trust and reputation system

Trust and reputation systems play a pivotal role in modern decentralized environments, fostering cooperation and mitigating risks in various online interactions. This paper introduces a variational formulation approach to model and analyze trust and reputation systems. By formulating trust and reputation as variational problems, this approach offers a novel perspective on understanding the underlying mechanisms governing trust establishment. The variational formulation provides a mathematical framework to determine the equilibrium weighted trust values, taking into account that each trustee tries to maximize its gain, namely the benefit minus the costs. The paper illustrates the applicability of this variational formulation through a pletora of simulations, demonstrating its effectiveness in modeling trust and reputation systems. Insights gained from this approach offer valuable guidance for the design and implementation of more reliable and efficient trust and reputation mechanisms in decentralized environments

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来源期刊
Positivity
Positivity 数学-数学
CiteScore
1.80
自引率
10.00%
发文量
88
审稿时长
>12 weeks
期刊介绍: The purpose of Positivity is to provide an outlet for high quality original research in all areas of analysis and its applications to other disciplines having a clear and substantive link to the general theme of positivity. Specifically, articles that illustrate applications of positivity to other disciplines - including but not limited to - economics, engineering, life sciences, physics and statistical decision theory are welcome. The scope of Positivity is to publish original papers in all areas of mathematics and its applications that are influenced by positivity concepts.
期刊最新文献
Positive solutions for nonlocal differential equations with concave and convex coefficients A new minimal element theorem and new generalizations of Ekeland’s variational principle in complete lattice optimization problem On representations and topological aspects of positive maps on non-unital quasi *- algebras A subgradient projection method for quasiconvex minimization A contribution to operators between Banach lattices
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