基于人工智能要素的决策支持系统威胁模型

A. O. Boiko
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引用次数: 0

摘要

人工智能(AI)的现代发展影响着社会生活和活动的许多方面,包括决策支持系统。人工智能已经成功地应用于商业、医学、自动数据处理等各个领域。然而,这种发展也带来了各种威胁和挑战,需要认真研究和采取安全措施。本文致力于开发和分析基于人工智能(AI)元素的决策支持系统的威胁模型。这项研究的相关性在于人工智能技术的快速发展及其在各个领域的日益广泛的应用,包括管理、医学、金融和许多其他领域。本文描述了基于人工智能的决策支持系统中可能出现的威胁的结构和主要组件模型。概述了对人工智能(AI)的现有攻击,其中包括训练阶段,机器学习算法的使用以及系统的信息基础设施。在分析人工智能功能过程的基础上,对攻击数据进行了分类,并确定了与人工智能系统最相关和最危险的攻击类别。提出了一种基于人工智能技术的决策支持系统威胁模型,其特点是考虑了人工智能系统数据保密性威胁、人工智能系统功能威胁和信息系统威胁。该模型对于人工智能系统的开发人员和网络安全领域的专家具有重要的实际意义,因为它有助于提高现代数字环境中基于人工智能元素的决策支持系统的安全性和可靠性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
THREAT MODEL OF DECISION SUPPORT SYSTEMS OPERATING ON THE BASIS OF ELEMENTS OF ARTIFICIAL INTELLIGENCE
The modern development of artificial intelligence (AI) affects many aspects of society's life and activities, including decision support systems. AI is already successfully implemented in various fields such as business, medicine, automated data processing and many others. However, this development also brings with it various threats and challenges that require careful study and security measures. This article is devoted to the development and analysis of a threat model for decision support systems that function on the basis of elements of artificial intelligence (AI). The relevance of the research lies in the rapid development of AI technologies and their increasingly widespread use in various fields, including management, medicine, finance and many others. The article describes the structure and main component models of threats that may arise in AI-based decision support systems. An overview of existing attacks on artificial intelligence (AI) is given, which cover the stages of training, the use of machine learning algorithms, as well as the information infrastructure of the system. Classification of attack data was carried out, based on the analysis of the AI functioning process, and attack categories most relevant and dangerous for AI systems were identified. A threat model for a decision support system based on artificial intelligence technologies is proposed, the feature of which is the consideration of threats to the confidentiality of data of AI systems, threats to the functioning of AI systems, and threats to information systems. This model is of practical importance for developers of AI systems and for specialists in the field of cyber security, as it contributes to increasing the level of security and reliability of decision support systems based on artificial intelligence elements in the modern digital environment.
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