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Exploring trends in U.N. Peacekeeping Activities in Korea through Topic Modeling and Social Network Analysis

토픽모델링과 사회연결망 분석을 통한 우리나라 유엔 평화유지활동 동향 탐색

  • Donghyeon Jung (Republic of Korea Navy) ;
  • Chansong Kim (Republic of Korea Navy) ;
  • Kangmin Lee (Republic of Korea Navy) ;
  • Soeun Bae (Public Safety Data Science Research Center, Korean National Police University) ;
  • Yeon Seo (Department of Business Administration, Chungnam National University) ;
  • Hyeonju Seol (School of Integrated National Security, Chungnam National University)
  • Received : 2023.11.10
  • Accepted : 2023.12.04
  • Published : 2023.12.31

Abstract

The purpose of this study is to identify the major peacekeeping activities that the Korean armed forces has performed from the past to the present. To do this, we collected 692 press releases from the National Defense Daily over the past 20 years and performed topic modeling and social network analysis. As a result of topic modeling analysis, 112 major keywords and 8 topics were derived, and as a result of examining the Korean armed forces's peacekeeping activities based on the topics, 6 major activities and 2 related matters were identified. The six major activities were 'Northeast Asian defense cooperation', 'multinational force activities', 'civil operations', 'defense diplomacy', 'ceasefire monitoring group', and 'pro-Korean activities', and 'general troop deployment' related to troop deployment in general. Next, social network analysis was performed to examine the relationship between keywords and major keywords related to topic decision, and the keywords 'overseas', 'dispatch', and 'high level' were derived as key words in the network. This study is meaningful in that it first examined the topic of the Korean armed forces's peacekeeping activities over the past 20 years by applying big data techniques based on the National Defense Daily, an unstructured document. In addition, it is expected that the derived topics can be used as a basis for exploring the direction of development of Korea's peacekeeping activities in the future.

Keywords

Acknowledgement

This work was supported by Chungnam National University. This paper is a supplement to the paper presented at the 11th National University Student Defense Policy Excellent Paper Presentation(Korea Institute for Crisis Management Analysis).

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