Developing Group Decision Support Systems for Deception Detection

A. Deokar, T. Madhusudan
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引用次数: 7

Abstract

Achieving information assurance and security is a complex and challenging task, which is crucial from national and personal security point of views. Research in detecting deceptive communication is geared towards understanding the deception process, proposing theories to model it, and developing tools to automate the detection of hostile intent and deception. However, in complex tasks such as deception detection, involvement of teams of human experts is critical in validating the automated tools and agents, improving them, and also in training other humans in detecting deception accurately. This article presents a Group decision support systems (GDSS) framework for deception detection based on collaborative process patterns, thinkLets. The focus of research is on designing group processes to aid deception detection from various information sources such as text transcripts, video clips, and audio clips. Architecture of a prototype under development based on the proposed framework is outlined.
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开发欺骗检测的群体决策支持系统
实现信息安全保障是一项复杂而具有挑战性的任务,从国家和个人安全的角度来看,这是至关重要的。检测欺骗性通信的研究旨在理解欺骗过程,提出理论来模拟它,并开发工具来自动检测敌对意图和欺骗。然而,在诸如欺骗检测之类的复杂任务中,人类专家团队的参与对于验证自动化工具和代理,改进它们以及训练其他人准确检测欺骗至关重要。本文提出了一种基于协作过程模式的群体决策支持系统(GDSS)欺骗检测框架——thinkLets。研究的重点是设计群体过程,以帮助从各种信息源(如文本文本、视频剪辑和音频剪辑)中检测欺骗。基于所提出的框架,概述了正在开发的原型的体系结构。
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