开发银行内部网络威胁检测过程正规化模型:本体论方法

Ganna Yarovenko, Larisa Perkhun, Natalia Nebaba, Olha Bulhakova, Victoria Kostenko
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引用次数: 0

摘要

文章致力于为银行机构开发一个正式化检测内部网络威胁的本体论模型。确定了该模型的一般要求和标准、要素和构建阶段。作为模型实施的一部分,提出了类的结构、它们之间的关系、规则和限制的特点、对象的状态、时间和空间方面以及认证、访问控制、加密和其他网络安全领域的方面。在网络威胁不断增长的现代现实中,开发有效的检测和应对手段成为确保银行系统网络安全的关键任务。由于银行业的特殊性,敏感的金融信息始终面临风险,因此这一问题尤为重要。在解决与内部用户滥用信任相关的任务时,这一点尤为明显,因此识别内部威胁成为银行面临的一项重大挑战。检测内部威胁的难度由多个因素决定,如个人访问机密信息的内部权限,以及各种流量和入侵方法。因此,本文旨在创建一个基于本体论方法的模型,将银行内部网络威胁的检测过程正规化。本体论模型的开发旨在分析和标准化内部威胁的相关知识,从而提高及时发现内部威胁的可能性,缩短对安全事件的反应时间。应用这种方法,我们可以系统化和标准化有关内部威胁的知识,定义概念和对象之间的关系。作为研究目标的一部分,确定了建立银行内部网络威胁检测过程正规化本体模型的一般要求和标准、要素和阶段。提出了类的结构、类之间的关系、规则和限制的特征、对象的状态、时间和空间方面以及身份验证、访问控制、加密和其他网络安全领域的方面。所开发的模型旨在解决银行业内部威胁的识别、分析和应对问题,有助于提高这一关键领域的网络安全和责任。
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DEVELOPMENT OF A MODEL FOR THE FORMALIZATION OF THE PROCESS OF DETECTING INSIDER CYBER THREATS IN BANKS: AN ONTOLOGICAL APPROACH
The article is devoted to developing an ontological model of the formalization of detecting insider cyber threats for banking institutions. This model's general requirements and criteria, elements and stages of construction were defined. As part of the model implementation, the structure of classes, relationships between them, characteristics of rules and restrictions, states of objects, temporal and spatial aspects, and aspects of authentication, access control, encryption and other areas of cyber security were proposed. In the modern realities of constantly growing cyber threats, developing effective means of their detection and countermeasures becomes a critical task for ensuring the cyber security of banking systems. The specificity of banking, where sensitive financial information is at constant risk, makes this problem particularly relevant. This is especially felt when solving tasks related to abuse of trust by internal users, so identifying insider threats becomes a significant challenge for banks. The difficulty of their detection is determined by several factors, such as the internal privileges of individuals with access to confidential information, as well as various traffic and intrusion methods. Therefore, this article aims to create a model for formalising the process of detecting insider cyber threats in banks based on an ontological approach. The development of an ontological model seeks to analyse and standardise knowledge about insider threats to improve the possibilities of their timely detection and reduce the reaction time to security events. Applying such an approach allows us to systematise and standardise knowledge about insider threats, defining relationships between concepts and objects in this context. As part of the research goal, the general requirements and criteria, elements and stages of building an ontological model of the formalisation of the process of detecting insider cyber threats in banks were determined. The structure of classes, relationships between them, characterisation of rules and restrictions, states of objects, temporal and spatial aspects, and aspects of authentication, access control, encryption and other areas of cyber security were proposed. The developed model is designed to solve the problems of identification, analysis and response to insider threats in the banking sector, contributing to increasing cyber security and responsibility in this crucial sector.
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