PostCog: A tool for interdisciplinary research into underground forums at scale

Ildiko Pete, Jack Hughes, Andrew Caines, A. V. Vu, Harshad Gupta, Alice Hutchings, Ross J. Anderson, P. Buttery
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引用次数: 5

Abstract

Underground forums provide useful insights into cybercrime, where researchers analyse underlying economies, key actors, their discussions and interactions, as well as different types of cybercrime. This interdisciplinary topic of study incorporates expertise from diverse areas, including computer science, criminology, economics, psychol-ogy, and other social sciences. Historically, there were sig-nificant challenges around access to data, but there are now research datasets of millions of messages scraped from underground forums. The problems now stem from the size of these datasets and the technical nature of methods and tools available for data sampling and analysis at scale, which make data exploration difficult for non-technical users. Postcoghas been developed to solve this problem. We first provide a survey of prior work into underground forums; this was used to understand the requirements and functionalities valued by researchers, and to inform the design of a data exploration tool. We then describe Postcog,a web application developed to support users from both technical and non-technical backgrounds in forum analyses, such as search, information extraction and cross-forum comparison. The prototype's usability is then evaluated through two user studies with expert users of the Crimebbdataset. Postcogis made available for academic research upon signing an agreement with the Cambridge Cybercrime Centre.
PostCog:一个大规模地下论坛跨学科研究的工具
地下论坛提供了对网络犯罪的有用见解,研究人员分析了潜在的经济、关键参与者、他们的讨论和互动,以及不同类型的网络犯罪。这个跨学科的研究课题结合了来自不同领域的专业知识,包括计算机科学、犯罪学、经济学、心理学和其他社会科学。从历史上看,在获取数据方面存在重大挑战,但现在有了从地下论坛上收集的数百万条消息的研究数据集。现在的问题源于这些数据集的规模以及可用于大规模数据采样和分析的方法和工具的技术性质,这使得非技术用户难以进行数据探索。postcog就是为了解决这个问题而开发的。我们首先对地下论坛的前期工作进行了调查;这是用来了解研究人员重视的需求和功能,并告知数据探索工具的设计。然后,我们介绍了Postcog,这是一个web应用程序,用于支持来自技术和非技术背景的用户进行论坛分析,如搜索,信息提取和跨论坛比较。然后通过与Crimebbdataset的专家用户的两个用户研究来评估原型的可用性。Postcogis在与剑桥网络犯罪中心签署协议后可用于学术研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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