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빅데이터 융합 기반 범죄예방에 관한 탐색적 연구 - 성남시 사례 분석을 통해 -

Exploratory Study on Crime Prevention based on Bigdata Convergence - Through Case Studies of Seongnam City -

  • Choi, Min-Je (Dept. of Business Administration, Sunmoon University) ;
  • Noh, Kyoo-Sung (Dept. of Business Administration, Sunmoon University)
  • 투고 : 2016.09.29
  • 심사 : 2016.11.20
  • 발행 : 2016.11.28

초록

최근 들어 '뭇지마 범죄' 등 각종 범죄가 지속적으로 증가하고 있다. 정부의 범죄 예방 노력과 이에 관한 연구 등에도 불구하고 범죄가 증가하고 있어 다른 접근법이 필요한 상황이다. 이에 본 연구는 빅데이터를 분석하여 대안을 제안하고자 하였다. 연구 목적 달성을 위해 본 연구는 막대그래프와 버블차드 및 버블차드를 활용한 시각화와 연관분석 등을 수행하였다. 여러 변수와 범죄와의 관계 분석을 위해 성남시, 사이버경찰청 등의 데이터를 분석하였다. 분석 결과, CCTV의 수는 범죄율을 감소시키는데 효과적이나 보안등의 수는 연관성이 크지 않은 것으로 나타났다. 또 시간대별로, 요일별로 다른 유형의 범죄가 집중되는 것을 알 수 있었으며, 외국인의 증가도 범죄의 증가와 관련이 있는 것으로 파악되었다. 이러한 분석 결과를 토대로 범죄율 감소를 위한 방안을 제시하였다.

In recent years, various crimes such as "random killing' crime continue to rise. Despite the government's crime prevention efforts and crime related researches, crime increases and a different approach is needed. Therefore, this study proposes the alternative for crime prevention by analyzing big data. To achieve this objective, this study was to perform visualization utilizing the histogram, the bubble chart and the hit map and association analysis. To analyze the relationship between crime and some variables, this study analyzed data of Seongnam city, Korea National Police Agency and etc. The results of analysis showed that CCTV will be to reduce the crime rate and security light is not significantly relevant. And the result showed that other types of crime focused by time of the day and day of the week and showed that an increase of the foreigners and crime increase are associated. This study presents a scheme for reducing the crime rate on the basis of this analysis result.

키워드

참고문헌

  1. Korea National Policy Agency, http://www.police.go.kr
  2. Perry, W.L., McInnis, B., Price, C.C., Smith, S.C., & Hollywood, J.S., "Predictive Policing: The Role of Crime Forecasting in Law Enforcement Operations" RAND, pp. 1-2. 2013.
  3. Perry, W.L., McInnis, B., Price, C.C., Smith, S.C., & Hollywood, J.S., "Predictive Policing: The Role of Crime Forecasting in Law Enforcement Operations" RAND, p. 4, 2013.
  4. Ministry of Security and Public Administration, "Act On Promotion of The Provision And Use of Public Data", Article 2, 2013.
  5. GoEun Park, ChangJae Kim "Quality Characteristics of Public Open Data" Journal of Digital Convergence, Vol 13, No. 10, pp. 135-146, 2015. https://doi.org/10.14400/JDC.2015.13.10.135
  6. Youngmi Kim, "A Study on plan for promoting innovation and utilization of information sharing" Journal of Digital Convergence, Vol 12, No. 4, pp. 43-49, 2014. https://doi.org/10.14400/JDC.2014.12.4.43
  7. Steve LaValle, "Big Data, analytics and the path from insights to value" MIT Sloan Management Review, 2013.
  8. KyooSung Noh, Seong Taek Park, KyungHye Park, "Convergence Study on Big Data Competency Reference Model" Journal of Digital Convergence, Vol 13, No. 3, pp. 55-63, 2015. https://doi.org/10.14400/JDC.2015.13.3.55
  9. Youngki Jung, Myunggun Suk, ChangJae Kim, "A study on the success factors of Big Data through an analysis of introduction effect of Big Data" Journal of Digital Convergence, Vol 12, No. 11, pp. 241-248, 2014. https://doi.org/10.14400/JDC.2014.12.11.241
  10. Soonseok Kim, "Study on the Effectiveness of application in Urban Space Design for Crime Prevention" A Study on the Korean criminal psychology journals, Vol 10, No. 1, pp. 27-52, 2014.
  11. JoYong Chul, "A Review on the Crime Prevention Through the Crime Prediction" A Study on the Korean criminal psychology journals, Vol 1, No. 1, pp. 273-294, 2005.
  12. Yongeun Sung, Kyungshick Choi, "Empirical Delineation: Relationship among the Perception of the Neighborhood Environment, Perceived Risk of Victimization, and Perceive" A Study on the Korean criminal psychology journals, Vol 5, No. 2, pp. 81-121, 2009.
  13. Sang Hyun Cho, Yang Hyun Kim, "A Study on the Community Policing and the Fear of Crime -Focusing on the married immigrant women who reside in South Korea-" A Study on the Korean criminal psychology journals, Vol 10, No. 2, pp. 83-107, 2014.
  14. Cheong Ho Seok, "The Renovation Plan for Crime Prevention of Local Police in Korea" A Study on the Korean criminal psychology journals, Vol 8, No. 2, pp. 99-123, 2012.
  15. SangJin Park, ChangKeun Kim, "A Study on the Counterplan of the Elder"s Crimes for Old People in an Aging Societies" A Study on the Korean criminal psychology journals, Vol 5, No. 2, pp. 3-29, 2009.
  16. DongSoo Park, "Elder"s Crime : The Actual Condition and Countermeasures" A Study on the Korean criminal psychology journals, Vol 5, No. 1, pp. 43-64, 2009.
  17. JeongGyu Kim, DongJoon Shin, "Immigrant communities and crime: Issues and Prospects" Korean Society for Social Theory, Vol 39, pp. 113-163, 2011.
  18. SoonSeok Kim, "A Study on the crime of a multicultural society" A Study on the Korean criminal psychology journals, Vol 8, No. 2, pp. 3-29, 2010.
  19. SoonSeok Kim, "A Study on the crime-factor and countermeasure of a multicultural society" A Study on the Korean criminal psychology journals, Vol 9, No. 1, pp. 5-28, 2013.
  20. YoonHo Lee, YeanSao Kim, "Weather, the Day of Week, and the Number of Crime: focused on Crime Occurrence in Seoul during the Winter" A Study on the Korean criminal psychology journals, Vol 6, No. 1, pp. 207-238, 2010.
  21. SangGyun Kim, "Crime Prevention and Invasion of privacy for Private CCTV Installation" A Study on the Korean criminal psychology journals, Vol 10, No. 3, pp. 29-47, 2014.
  22. Seungyeong Gang, "A Study on Crime Prevention Through Environmental Design for Making Safe Residential Environment : Focusing on alleys in the residential area of Busan" master"s a dissertation, Inje University, 2014.
  23. YookSang Jung, "The New Trends of Transnational Crimes & It's Countermeasures" A Study on the Korean criminal psychology journals, Vol 7, No. 1, pp. 155-178, 2011.