Methodology of a Swarm of Virtual Experts for Evaluating the Weight of Connections in Networks

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dc.contributor.authorLande, Dmytro
dc.contributor.authorAlekseichuk, Lesya
dc.contributor.authorSvoboda, Igor
dc.contributor.authorStrashnoy, Leonard
dc.date.accessioned2025-04-09T12:51:20Z
dc.date.available2025-04-09T12:51:20Z
dc.date.issued2024
dc.description.abstractThis article proposes a new methodology —the Swarm of Virtual Experts (SVE) —for evaluating the weights of connections in complex networks, based on a holistic approach. Traditional methods relying on expert assessments often face issues of subjectivity and limited resources. This paper introduces the methodology of the Swarm of Virtual Experts. The focus is on integrating large language models (LLMs) into the decision-making process, where each model acts as a virtual expert with specific tasks and functions. The core idea is to combine diverse assessments from different LLMs using mathematical tools, including incidence matrices, weighted averages, and aggregation methods. The methodology addresses the issue of fragmented results caused by the probabilistic nature of LLMs and enhances analytical efficiencythrough role assignment to agents, aggregation mechanisms, and quality evaluation of outcomes. The application of this technique is illustrated with examples, particularly in the field of cybersecurity.Special attention is given to holistic analysis, which provides a comprehensive approach to evaluating the weights of connections between nodes in networks.
dc.format.pagerangeP. 25-33
dc.identifier.citationMethodology of a Swarm of Virtual Experts for Evaluating the Weight of Connections in Networks / Dmytro Lande, Lesya Alekseichuk, Igor Svoboda, Leonard Strashnoy // Theoretical and Applied Cybersecurity: scientific journal. – 2024. – Vol. 6, No. 2. – P. 25-33. – Bibliogr.: 10 ref.
dc.identifier.doihttps://doi.org/10.20535/tacs.2664-29132024.2.319946
dc.identifier.urihttps://ela.kpi.ua/handle/123456789/73314
dc.language.isoen
dc.publisherIgor Sikorsky Kyiv Polytechnic Institute
dc.publisher.placeKyiv
dc.relation.ispartofTheoretical and Applied Cybersecurity: scientific journal, Vol. 6, No. 2
dc.subjectSwarm of Virtual Experts
dc.subjectlarge language models
dc.subjectconnection weights
dc.subjectincidence networks
dc.subjectcybersecurity
dc.subjectmathematical modeling
dc.subjectaggregation of assessments
dc.subject.udc004.89
dc.titleMethodology of a Swarm of Virtual Experts for Evaluating the Weight of Connections in Networks
dc.typeArticle

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Theoretical and Applied Cybersecurity: scientific journal, Vol. 6, No. 2