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웹 사용자의 실시간 사용 패턴 분석을 이용한 정상 사용자 판별 방법
장진구(Jin-gu Jang),문종섭(Jong Sub Moon) 한국정보보호학회 2016 정보보호학회논문지 Vol.26 No.6
인터넷을 통한 사이버 위협이 증대됨에 따라 개인정보 침해도 지속적으로 발생하고 있다. 악의적인 사용자들은 유출된 개인정보를 도용하여 정상 사용자처럼 해당 웹사이트를 접근하고 불법적인 행동을 할 수 있다. 본 논문에서는 이러한 불법 사용자의 접근을 실시간으로, 효과적으로 탐지하기 위해 정상 사용자의 웹사이트 평시 사용 패턴을 멤버십 분석(membership analysis)과 마르코프 체인 모델(markov chain model)을 기반으로 프로파일링 함으로써, 정상 사용자를 판별하는 방법을 제안한다. 아울러 이러한 프로파일에 시간적인 특성, 즉 시간 가중치(time weight)를 적용하여, 시간적으로 변하는 사용자의 행동을 사용자의 프로파일에 반영한다. 이에 따라 시간에 따른 사용자의 성향을 반영한 결과를 얻을 수 있다. 본 연구를 통해 생성한 사용자별 프로파일을 기반으로 개인정보를 도용한 악의적인 사용자를 적발할 수 있고, 정상적인 사용자이더라도 민감한 정보에 접근하는 것을 방지할 수 있다. 본 연구를 적용한 결과, 정상 사용자에 대해 96%의 높은 판별 정확도를 보여주었다. As cyber threats have been increased over the Internet, the invasions of personal information are constantly occurring. A malicious user can access the Web site as a normal user using leaked personal information and does illegal activities. This paper proposes an effective method which authenticates a genuine user with real-time. The method use the user’s profile which is a record of user’s behavior created by Membership Analysis(MA) and Markov Chain Model(MCM). In addition to, user’s profile is augmented by a Time Weight(TW) which reflects the user’s tendency. This method can detect a malicious user who camouflage normal user. Even if it is a genuine user, it can be determined as an abnomal user if the user acts beyond the record profile. The result of experiment showed a high accuracy, 96%, for the correct user.
손진식,양정석,이선재,장진구,임재한,김동하,Sohn, Jinsik,Yang, Jeongseok,Lee, Sunjae,Jang, Jinkoo,Lim, Jaehan,Kim, Dongha 대한상하수도학회 2008 상하수도학회지 Vol.22 No.3
A population growth and industry advances are increasing the demand for water while improving the quality of life. By turning seawater into freshwater it is an alternative for the water shortage problem. The study analyzes the orders and makes suggestions on the outlook of an enterprise that can supply desalination plants both inside and outside the country. It compares the production capacity of enterprises in the desalination industry who deal with the thermal and RO methods. We compare 7 enterprises in the thermal method which includes Doosan Heavy Industries, and the top 10 enterprises in the RO method which includes General Electric Corp. Now that the markets in the Middle East have opened and markets in other regions are gradually growing, demand for water will grow especially in developing countries that are in the process of industrialization. Also, the market share of thermal method desalination has been falling, gradually, because too much energy is spent during the process. On the other hand, the market share of the RO method will rise from 37% in 2005 to 57% in 2015. Recently, the desalination market shows that changing from thermal method to RO method is the trend in the Middle East. Growth and demand in other regions are growing at the same pace as the Middle East. Due to this trend, if the RO system, which is highly effective and uses less energy, were to be continuously developed it would be possible to supply water using sea water and would be a viable alternative water resource.
논문(論文) : 해외 해수담수화플랜트 수주현황 분석 및 연구
손진식 ( Jin Sik Sohn ),양정석 ( Jeong Seok Yang ),이선재 ( Sun Jae Lee ),장진구 ( Jin Koo Jang ),임재한 ( Jae Han Lim ),김동하 ( Dong Ha Kim ) 대한상하수도학회 2008 상하수도학회지 Vol.22 No.3
A population growth and industry advances are increasing the demand for water while improving the quality of life. By turning seawater into freshwater it is an alternative for the water shortage problem. The study analyzes the orders and makes suggestions on the outlook of an enterprise that can supply desalination plants both inside and outside the country. It compares the production capacity of enterprises in the desalination industry who deal with the thermal and RO methods. We compare 7 enterprises in the thermal method which includes Doosan Heavy Industries, and the top 10 enterprises in the RO method which includes General Electric Corp. Now that the markets in the Middle East have opened and markets in other regions are gradually growing, demand for water will grow especially in developing countries that are in the process of industrialization. Also, the market share of thermal method desalination has been falling, gradually, because too much energy is spent during the process. On the other hand, the market share of the RO method will rise from 37% in 2005 to 57% in 2015. Recently, the desalination market shows that changing from thermal method to RO method is the trend in the Middle East. Growth and demand in other regions are growing at the same pace as the Middle East. Due to this trend, if the RO system, which is highly effective and uses less energy, were to be continuously developed it would be possible to supply water using sea water and would be a viable alternative water resource.