Application of Social Network Analysis Techniques to Machine Translated Documents

Abstract

This report documents and closes out the investigation into use of machine translation (MT) to provide material to generate actionable intelligence. A capability for automatic, real, or near real-time extraction of information on the local and external social networks will help produce actionable intelligence while the forces are at the site and able to act on the intelligence. Freeware tools exist to perform extraction of social network information from textual material. Using a social network analysis (SNA) toolset on textual material may provide the insights into social and, for irregular forces, command and action hierarchies while the area and its inhabitants are under friendly control. On-site exploitation of textual material surfaced during the SNA process may allow disruption of enemy cellular organization and logistic support assets and networks. SNA of this textual material thus constitutes an application of data mining in support of tactical operations. The SNA and information exploitation enablers teams conducted an investigation to determine the degree to which MT preserves concept maps, including social network maps. A freeware SNA toolset was applied to a series of texts translated by various MT engines. The SNA tools were exercised on a set of MT documents provided by the U.S. Army Research Laboratory Multilingual Computing Research Branch and on documents acquired from the Internet. This report documents results of the investigation.

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Document Details

Document Type
Technical Report
Publication Date
Apr 01, 2010
Accession Number
AD1043283

Entities

People

  • Ann E. Bornstein
  • John H. Brand
  • Michelle C. Mcvey
  • Sean P Murray

Organizations

  • United States Army Research Laboratory

Tags

Communities of Interest

  • Human Systems

DTIC Thesaurus Topics

  • Algorithms
  • Analysts
  • Commerce
  • Computational Science
  • Data Mining
  • Data Science
  • Digital Data
  • Extraction
  • Human Intelligence
  • Information Retrieval
  • Information Science
  • Language
  • Machine Translation
  • Materials
  • Military Research
  • Named Entity Recognition
  • Natural Language Computing
  • Natural Language Processing
  • Social Networks
  • Spreadsheet Software
  • Thesauri
  • Translations
  • Urban Areas
  • Visualizations

Fields of Study

  • Computer science

Readers

  • Computational Linguistics
  • Political Violence and Terrorism Studies.
  • Software Engineering.

Technology Areas

  • AI & ML
  • AI & ML - DoD AI Strategy
  • AI & ML - Information Retrieval
  • AI & ML - Machine Translation