推进情报分析:利用自然语言处理东巴基斯坦情报文件

IF 0.8 3区 社会学 Q1 HISTORY
Ryan Shaffer, B. Shearn
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引用次数: 0

摘要

本文展示了智能从业者和学者如何使用自然语言处理来分析文本。这篇文章利用孟加拉国政府解密和发布的数十年未经编辑的东巴基斯坦情报报告,展示了机器学习如何深入了解情报文件。特别是,它提供了一个案例研究,说明NLP如何提供定量分析,以补充定性分析的工作。同时,本文还展示了NLP如何为历史学家更好地理解政府历史记录提供定量方法。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Advancing intelligence analysis: using natural language processing on East Pakistani intelligence documents
ABSTRACT This article demonstrates how natural language processing (NLP) can be used by intelligence practitioners and scholars to analyse text. Using decades of unredacted East Pakistani intelligence reports declassified and released by the Government of Bangladesh, the article shows how machine learning can provide insight into intelligence documents. In particular, it provides a case study for how NLP can provide quantitative analysis that complements the work of qualitative analysis. Simultaneously, this article also demonstrates how NLP can provide historians with a quantitative methodology to better understand historical government records.
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来源期刊
CiteScore
1.80
自引率
41.70%
发文量
93
期刊介绍: Intelligence has never played a more prominent role in international politics than it does now in the early years of the twenty-first century. National intelligence services are larger than ever, and they are more transparent in their activities in the policy making of democratic nations. Intelligence and National Security is widely regarded as the world''s leading scholarly journal focused on the role of intelligence and secretive agencies in international relations. It examines this aspect of national security from a variety of perspectives and academic disciplines, with insightful articles research and written by leading experts based around the globe. Among the topics covered in the journal are: • the historical development of intelligence agencies • representations of intelligence in popular culture • public understandings and expectations related to intelligence • intelligence and ethics • intelligence collection and analysis • covert action and counterintelligence • privacy and intelligence accountability • the outsourcing of intelligence operations • the role of politics in intelligence activities • international intelligence cooperation and burden-sharing • the relationships among intelligence agencies, military organizations, and civilian policy departments. Authors for Intelligence and National Security come from a range of disciplines, including international affairs, history, sociology, political science, law, anthropology, philosophy, medicine, statistics, psychology, bio-sciences, and mathematics. These perspectives are regularly augmented by research submitted from current and former intelligence practitioners in several different nations. Each issue features a rich menu of articles about the uses (and occasional misuses) of intelligence, supplemented from time to time with special forums on current intelligence issues and interviews with leading intelligence officials.
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