哥伦比亚环境中的开源情报(OSINT)和情感分析

Martin Jose Hernandez Mediná, Cristian Camilo Pinzón Hernández, Daniel Díaz López, J. García Ruiz, Ricardo Andrés Pinto Rico
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引用次数: 7

摘要

开源情报(OSINT)用于获取和分析与对手相关的信息,因此它可以支持旨在防止对关键资产造成损害的风险评估。本文介绍了不同的OSINT技术以及如何使用这些技术来执行网络情报任务的研究。OSINT工具操作中的关键组件之一是“转换”,它用于在查询到不同开放源代码的信息实体之间建立关系。本文提出了针对哥伦比亚情况的一组转换,这些转换已被实施并贡献给社区,使执法机构能够从哥伦比亚的开放资源中开发信息收集流程。此外,本文展示了三种机器学习模型的实现,用于对从对手那里获得的信息进行情感分析。情绪分析对于理解对手可能拥有的动机非常有用,并以此方式定义适当的网络防御策略。最后,指出并描述了与OSINT技术应用相关的一些挑战。
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Open source intelligence (OSINT) in a colombian context and sentiment analysis
Open source intelligence (OSINT) is used to obtain and analyze information related to adversaries, so it can support risk assessments aimed to prevent damages against critical assets. This paper presents a research about different OSINT technologies and how these can be used to perform cyber intelligence tasks. One of the key components in the operation of OSINT tools are the “transforms”, which are used to establish relations between entities of information from queries to different open sources. A set of transforms addressed to the Colombian context are presented, which were implemented and contributed to the community allowing to the law enforcement agencies to develop information gathering process from Colombian open sources. Additionally, this paper shows the implementation of three machine learning models used to perform sentiment analysis over the information obtained from an adversary. Sentiment analysis can be extremely useful to understand the motivation that an adversary can have and, in this way, define proper cyber defense strategies. Finally, some challenges related to the application of OSINT techniques are identified and described.
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