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학술논문한국경영과학회지2014.06 발행KCI 피인용 13

빅데이터를 통한 공격작전 승리요인 효과측정도구개발 및 분석 : KCTC 훈련사례를 중심으로

Development and Application of Effect Measurement Tool for Victory Factors in Offensive Operations Using Big Data Analytics

김각규(국방대학교); 김대성(국방대학교)

39권 2호, 111~130쪽

초록

For the key factors determining victory of combat, many works have been focusing on qualitative analyses in thepast. As military training paradigm changes along with technology developments, demands for scientific analysis toprepare future military strength increase regarding military training results, and big data analysis has opened suchpossibility. We analyze the data from KCTC (Korea Combat Training Center) training to investigate the factors affectedvictory in offensive operations. In this context, we develop a way to measure the victory and the factors related toit from existing studies and military doctrines. We first identify Independent variables that affect offensive operationsthrough variable selection and propose a mathematical model to explain combat victory by performing multiple regressionanalysis. We also verify our results with battalion-level live training data as well as previous studies on victoryfactors in the military doctrines.

Abstract

For the key factors determining victory of combat, many works have been focusing on qualitative analyses in thepast. As military training paradigm changes along with technology developments, demands for scientific analysis toprepare future military strength increase regarding military training results, and big data analysis has opened suchpossibility. We analyze the data from KCTC (Korea Combat Training Center) training to investigate the factors affectedvictory in offensive operations. In this context, we develop a way to measure the victory and the factors related toit from existing studies and military doctrines. We first identify Independent variables that affect offensive operationsthrough variable selection and propose a mathematical model to explain combat victory by performing multiple regressionanalysis. We also verify our results with battalion-level live training data as well as previous studies on victoryfactors in the military doctrines.

발행기관:
한국경영과학회
DOI:
http://dx.doi.org/10.7737/JKORMS.2014.39.2.111
분류:
경영학

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빅데이터를 통한 공격작전 승리요인 효과측정도구개발 및 분석 : KCTC 훈련사례를 중심으로 | 한국경영과학회지 2014 | AskLaw | 애스크로 AI