揭示认知安全的多方面概念:趋势、观点和未来挑战

IF 12.5 1区 社会学 Q1 SOCIAL ISSUES
Fran Casino
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引用次数: 0

摘要

作为一个与人类进化相关的横向概念,安全与发展和数字化一样,其相关性也在不断增强。随着人工智能(AI)的进步和高级持续性威胁的复杂化,认知安全的新兴范式(即,一些作者将其定义为使用具有自我意识和适应性的AI学习能力来检测和减轻安全威胁)获得了动力。然而,认知安全是一个复杂的概念,需要更细粒度的描述。在本文中,我们重新定义认知安全,首先分析了目前的现状,得出了实践的现状和认知安全的定义。接下来,我们通过分析其多个支柱来扩展认知安全的概念,包括学习理论,人工智能技术,人机交互以及影响其发展和实施的伦理和法律方面。后者对于理解认知安全至关重要,在强调其多学科性质的同时,提供了对其实现的潜力和先决条件的洞察。除了这样的描述之外,我们还分析了网络安全、数字取证和数字调查三个密切相关领域的当前挑战,以提供一种分类方法,可用于评估认知安全的当前挑战和局限性,并更好地了解其潜力。最后,我们提出了未来的研究方向,旨在开发能够在动态网络安全环境中持续学习、适应和道德合规的认知系统。我们的研究结果强调了认知计算系统在增强网络安全方面的作用,讨论了人类认知和人工智能的集成,以实现主动和有弹性的安全解决方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Unveiling the multifaceted concept of cognitive security: Trends, perspectives, and future challenges
As a transversal concept tied to human evolution, security has increased its relevance at the same pace as development and digitisation. With the advancement of artificial intelligence (AI) and the sophistication of advanced persistent threats, the emerging paradigm of cognitive security (i.e., defined by some authors as the use of self-aware and adaptable AI with learning capabilities to detect and mitigate security threats) gains momentum. Nevertheless, cognitive security is a complex concept that requires a more granular description. In this article, we redefine cognitive security by first analysing the state of the art to derive the current state of practice and the definitions of cognitive security. Next, we expand the concept of cognitive security by analysing its multiple pillars, including learning theories, AI technologies, human–computer interactions, and the ethical and legal aspects impacting its development and implementation. The latter is crucial towards understanding cognitive security, providing insight into its potential and prerequisites towards its realisation while emphasising its multidisciplinary nature. In addition to such a description, we analyse the current challenges in three closely interconnected fields, namely cybersecurity, digital forensics, and digital investigations, to provide a taxonomy that can be used to assess the current challenges and limitations of cognitive security and understand its potential better. Finally, we propose future research directions, aiming to develop cognitive systems capable of continuous learning, adaptation, and ethical compliance in dynamic cybersecurity environments. Our findings highlight the role of cognitive computing systems in enhancing cybersecurity, discussing the integration of human cognition and AI for proactive and resilient security solutions.
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来源期刊
CiteScore
17.90
自引率
14.10%
发文量
316
审稿时长
60 days
期刊介绍: Technology in Society is a global journal dedicated to fostering discourse at the crossroads of technological change and the social, economic, business, and philosophical transformation of our world. The journal aims to provide scholarly contributions that empower decision-makers to thoughtfully and intentionally navigate the decisions shaping this dynamic landscape. A common thread across these fields is the role of technology in society, influencing economic, political, and cultural dynamics. Scholarly work in Technology in Society delves into the social forces shaping technological decisions and the societal choices regarding technology use. This encompasses scholarly and theoretical approaches (history and philosophy of science and technology, technology forecasting, economic growth, and policy, ethics), applied approaches (business innovation, technology management, legal and engineering), and developmental perspectives (technology transfer, technology assessment, and economic development). Detailed information about the journal's aims and scope on specific topics can be found in Technology in Society Briefings, accessible via our Special Issues and Article Collections.
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