Browse > Article

An Effective Recruits' Assignment Method for Early Job Adaptation of Air-munition Maintenance Airmen Using Datamining Technique  

Kang, Kew-Young (공군 군수사령부 항공기술연구소)
Yoon, Bong-Kyoo (국방대학교 운영분석과)
Publication Information
Abstract
Recently, the military service period has been shortened continuously. Meanwhile, more skilled airmen are needed as the complexity of weapon systems increase. This phenomenon could lead to a disastrous result such as deteriorating the level of the readiness and the fighting power. We suggest a method to improve recruit's maintenance capability rapidly by assigning airmen to jobs appropriate to their characteristics using Datamining methods (K-menas and CART). We focus on the assigning method for air force's air-munition maintenance airmen since they are requested more skilled than other airmen. Grouping airmen with k-means method and devising classification rule with CART algorithm, we found that airmen's proficiency arrival period could be shortened by 1.79 months when they are assigned in the suggested way.
Keywords
The Period of Service; Assignment Method; Data Mining; K-means; CART;
Citations & Related Records
Times Cited By KSCI : 2  (Citation Analysis)
연도 인용수 순위
1 민규식, 정지원, 최인찬 (2004), "데이터 마이닝기반의 군사특기 분류방법론 연구", 한국국방 경영분석학회지: 30(1), 1-14.
2 권희면 (1992), "현역병 복무기간의 적정성 여부 검토", 한국국방연구원.
3 김경수, "징집병 복무기간의 결정요인에 관한 연구", 석사학위논문, 국방대학교.
4 정주성 (2003), "한국 병영정책의 바람직한 진로", 한국국방연구원.
5 Sweetser, A., K. Olson, M. Gmbski, K. Miller, A. Seise and S. Sanvorn, "An Analysis of Personnel Distribution Options for the Chief of Staff, Army," Phalanx: 34 (3), 12-15.
6 Shmueli, Galit and Patel, Nitin R. and Bruce, Peter C. (2006), Data Mining for Business Intelligence, John Willey & Sons.
7 Economist, "Special Report: Data Deluge", Economist Feb 27th 2010.
8 손봉기 (2009), "성격적 강점이 군 생활만족도에 마치는 영향 석사학위논문, 서울대학교.
9 이언 에어즈 (2009), Super Cruncher, 북하우스.
10 정재범 (2009), "통계적 클러스터링을 활용한 새로운 신병 분류 방법", 석사학위논문, 국방대학교.
11 최은영 (2009), "신세대 병사의 군 부적응에 관한 연구", 석사학위논문, 국방대학교.
12 Klingman, D. and V. Phillips (1984), "Topological and Computational Aspects of Preemptive Multi-criteria Mílitary Personnel Assignment Problem," Management Science:30(11).
13 Hogan, R.(2007), Personality and the Fate of Organization, Taylor & Francis Group LLC.
14 박우창, 승현우, 용환승, 최기헌 역 (2000), 데이터 마이닝 개념 및 기법, 자유아카데미.
15 박민재, 전성혜, 오경환 (2003), "붓스트랩 기법과 유전자 알고리즘을 이용한 최적 군집 수 결정", 퍼지 및 지능시스템학회지: 13(1), 12-17.