TELKOMNIKA (Telecommunication Computing Electronics and Control)
Vol 22, No 3: June 2024

A neuro-game model for analyzing strategies in the dynamic interaction of participants of phishing attacks

Valery Lakhno (National University of Life and Environmental Sciences of Ukraine)
Volodimir Malyukov (National University of Life and Environmental Sciences of Ukraine)
Inna Malyukova (Rating agency "Expert-rating")
Bakhytzhan Akhmetov (Kazakh National Pedagogical University named after Abai)
Zhuldyz Alimseitova (Satbayev University)
Atkeldi Ogan (Satbayev University)



Article Info

Publish Date
01 Jun 2024

Abstract

A dynamic model of countering phishing attacks is considered. Cryptocurrency exchanges (CCE) and/or their clients are considered as an example of a phishing victim. The model, unlike similar ones, is based on the assumption that the dynamics of the states of the player-victim of phishing attacks and the player-intruder (fisher) is set by means of a system of differential equations. The peculiarity of this model is that it represents a bilinear differential game of quality, for which methods for solving linear differential games are not applicable and, in addition, the absence of functional restrictions on the strategies of players (even immeasurable functions are allowed) does not allow the use of traditional approach. And their solution makes it possible to form payoff matrices, which are part of the training set for artificial neural networks (ANNs). Such a collaboration of models will make it possible to accurately build an anti-phishing strategy, minimizing the costs of both a potential victim of phishing attacks and the defense side when building a secure system of communication with CCE clients. The neuro-game approach makes it possible to predict the process of countering phishing in the context of costs for both parties using different strategies.

Copyrights © 2024






Journal Info

Abbrev

TELKOMNIKA

Publisher

Subject

Computer Science & IT

Description

Submitted papers are evaluated by anonymous referees by single blind peer review for contribution, originality, relevance, and presentation. The Editor shall inform you of the results of the review as soon as possible, hopefully in 10 weeks. Please notice that because of the great number of ...