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

토픽모델링과 사회연결망 분석을 통한 우리나라 유엔 평화유지활동 동향 탐색

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한국산업경영시스템학회지 (Journal of Society of Korea Industrial and Systems Engineering)
한국산업경영시스템학회 (Society of Korea Industrial and Systems Engineering)
초록

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.

목차
1. 서 론
2. 한국군 파병활동
    2.1 유엔 PKO활동
    2.2 다국적군 활동
    2.3 국방교류협력
3. 분석방법론
    3.1 토픽모델링
    3.2 사회연결망 분석
4. 연구방법
    4.1 연구 프로세스
    4.2 분석 대상 자료 및 분석 절차
실증분석
5. 실증분석
    5.1 파병부대의 PKO활동 동향 분석
    5.2 연결망 구조 분석
6. 결 론
Acknowledgement
References
저자
  • 정동현(대한민국 해군) | Donghyeon Jung (Republic of Korea Navy)
  • 김찬송(대한민국 해군) | Chansong Kim (Republic of Korea Navy)
  • 이강민(대한민국 해군) | Kangmin Lee (Republic of Korea Navy)
  • 배소은(경찰대학 치안데이터과학연구센터) | Soeun Bae (Public Safety Data Science Research Center, Korean National Police University)
  • 서연(충남대학교 경영학과) | Yeon Seo (Department of Business Administration, Chungnam National University)
  • 설현주(충남대학교 국가안보융합학부) | Hyeonju Seol (School of Integrated National Security, Chungnam National University) Corresponding author