一种增强的单字母替换密码频率分析教学可视化工具

Matthew D. Sprengel, Jason M. Pittman
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引用次数: 0

摘要

信息系统课程需要持续和频繁的复习[2][11]。此外,由于工作场所的快节奏和动态性质,这些课程必须灵活。这种灵活性可以通过更新课程内容或交换硬件或软件以获得新版本来保持。另外,将新信息纳入其他学科的课程也可以提高灵活性。变化速度极高的一个领域是网络安全[3]。当课程设置落后于行业变革的步伐时,学生们所掌握的技能就会过时。例如,密码学是DHS/NSA学术卓越中心(CAE)知识标准中的一个必修学习目标[1]。然而,与基本密码相关的总体课程几十年来一直没有改变。事实上,网络安全教育中的一个普遍问题是学生缺乏密码等领域的基础知识[5]。为此,研究者开发了多种交互式课堂可视化工具[5][8][9]。这些工具可视化了简单替换密码的频率分析的标准方法,包括对密文中最常见的单个字母的审查。虽然诸如单字母替代密码之类的基本密码没有更新(这些都是历史密码),但对人类如何与语言交互的集体理解已经发生了变化。英语教学法[10][12]和替换密码的自动密码分析[4]的更新理解可能会使交互式课堂可视化工具不完整或过时。课堂可视化工具是强大的教学辅助工具,特别是对于抽象概念。现有的研究表明,这些工具促进了积极的学习环境,不仅转化为有效的学习条件,而且还提高了学生的保留率[7]。然而,可视化工具需要广泛的规划和设计,当使用时,学生积极参与详细的,具体的知识单元,如密码[7][8]。因此,我们提出了一种基于热图的频率分析可视化解决方案:(a)结合有向图和三向图语言处理规范;(b)增强可视化工具固有的主动学习教学法。初步结果表明,与传统的频率分析相比,研究参与者学习基于热图的频率分析技术大约需要15%的时间,但在解决简单替换密码的任务时,效率提高了50%。此外,基于热图的解决方案对该领域的贡献是积极的,因为教育者在课堂上有了一个额外的工具。此外,热图可视化工具可以让研究人员比较检验可视化工具在单字母替代密码分析中的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Enhanced Visualization Tool for Teaching Monoalphabetic Substitution Cipher Frequency Analysis
Information Systems curricula require on-going and frequent review [2] [11]. Furthermore, such curricula must be flexible because of the fast-paced, dynamic nature of the workplace. Such flexibility can be maintained through modernizing course content or, inclusively, exchanging hardware or software for newer versions. Alternatively, flexibility can arise from incorporating new information into curricula from other disciplines. One field where the pace of change is extremely high is cybersecurity [3]. Students are left with outdated skills when curricula lag behind the pace of change in industry. For example, cryptography is a required learning objective in the DHS/NSA Center of Academic Excellence (CAE) knowledge criteria [1]. However, the overarching curriculum associated with basic ciphers has gone unchanged for decades. Indeed, a general problem in cybersecurity education is that students lack fundamental knowledge in areas such as ciphers [5]. In response, researchers have developed a variety of interactive classroom visualization tools [5] [8] [9]. Such tools visualize the standard approach to frequency analysis of simple substitution ciphers that includes review of most common, single letters in ciphertext. While fundamental ciphers such as the monoalphabetic substitution cipher have not been updated (these are historical ciphers), collective understanding of how humans interact with language has changed. Updated understanding in both English language pedagogy [10] [12] and automated cryptanalysis of substitution ciphers [4] potentially renders the interactive classroom visualization tools incomplete or outdated. Classroom visualization tools are powerful teaching aids, particularly for abstract concepts. Existing research has established that such tools promote an active learning environment that translates to not only effective learning conditions but also higher student retention rates [7]. However, visualization tools require extensive planning and design when used to actively engage students with detailed, specific knowledge units such as ciphers [7] [8]. Accordingly, we propose a heatmap-based frequency analysis visualization solution that (a) incorporates digraph and trigraph language processing norms; (b) and enhances the active learning pedagogy inherent in visualization tools. Preliminary results indicate that study participants take approximately 15% longer to learn the heatmap-based frequency analysis technique compared to traditional frequency analysis but demonstrate a 50% increase in efficacy when tasked with solving simple substitution ciphers. Further, a heatmap-based solution contributes positively to the field insofar as educators have an additional tool to use in the classroom. As well, the heatmap visualization tool may allow researchers to comparatively examine efficacy of visualization tools in the cryptanalysis of mono-alphabetic substitution ciphers.
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