对密码猜测任务的系统审查
Wei Yu1, Qingsong Yin2, Hao Yin1
1The 30th Research Institute of China Electronics Technology Group Corporation, Chuangye Road, Chengdu 610093, China.
Entropy (Basel, Switzerland)
|September 28, 2023
概括
本综述分析了从2016年到2023年的30多个密码猜测算法,对它们进行了分类,并提供了一个基准数据集. 它强调了网络安全的趋势,挑战和未来的研究方向.
科学领域:
- 计算机科学 计算机科学
- 网络安全 网络安全
- 信息安全 信息安全
背景情况:
- 密码猜测算法对网络安全构成重大威胁.
- 已经开发了许多方法,需要一个全面的概述.
研究的目的:
- 系统审查2016年至2023年间发表的密码猜测方法.
- 建立分类分类学和创建一个基准数据集.
- 确定该领域的趋势,挑战和未来的研究方向.
主要方法:
- 对30多个密码猜测算法进行系统的文献审查.
- 开发一种分类学,将方法分类为拖网和有针对性的猜测.
- 研究趋势的图书统计分析和论文间的引用.
- 为未来的研究创建一个广泛的基准数据集.
主要成果:
- 一个全面的审查和分类的当代密码猜测技术.
- 一个新的基准数据集,以促进可重复的研究.
- 洞察研究趋势,包括深度学习的整合.
结论:
- 猜测密码仍然是一个关键的网络安全挑战.
- 未来的研究应该集中在不同的场景,效率和混合AI方法上.
- 提供的数据集和分析将指导未来的网络安全进步.
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