• 제목/요약/키워드: Data Management Techniques

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객체모델링기법에 의한 객체지향 모델베이스 설계 (An Object-Oriented Model Base Design Using an Object Modeling Techniques)

  • 정대율
    • 경영과정보연구
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    • 제1권
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    • pp.229-268
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    • 1997
  • Recently, object-oriented concepts and technology are on the leading edge of programming language and database systems research, and their usefulness in those contexts has been successfully demonstrated. The adoption of object-oriented concept to the design of model bases has several benefits. From the perspectives of object-oriented approach, models in a model base are viewed as object which encapsulate their states and behaviors. This paper focuses on the design of an object-oriented model base that handles various resources of DSS(data, knowledge, models, solvers) in a unified fashion. For the design of a model base, we adopted Object Modeling Techniques(OMT). An object model of OMT can be used for the conceptual design of an overall model base schema. The object model of OMT provides several advantages over the conventional approaches in model base design. The main advantage are model reuse, hierarchical model construction, model sharing, meta-modeling, and unified model object management.

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경찰감사 기획과정시 관리과학기법 응용방안 (A Study on Applied Orientations of Management Science Technique in Police Audit Planning Process)

  • 김정헌;송건섭
    • 시큐리티연구
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    • 제5호
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    • pp.109-130
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    • 2002
  • As proceeding Munmin and Kukmin's government, it is to bring in regionalism of genernal public administration and police administration, specialization, efficiency issue, demand inventing of audit technique to meet this trends. Especially, according to supporting qualitative improvement of the audit, its environment faced that orienting performance audit emphasis on not the legality but the efficiency more systematic and scientific theory or technique. In order to attain police audit's efficiency through performance audit, this study discussed that scientific management techniques should be applied police audit. Accordingly, the primary purpose of this study is to apply public audit to scientific management technique, bring to light limits in public sector(especially, police sector). To be efficiency audit(namely, performance audit), 1) OR techniques are explained linear programming, network modeling, PERT/CPM, queuing matrix model, simulation, 2) Statistical analysis methods are argued delphi technique, data envelopment analysis(DEA), analytic hierarchical process(AHP), time series analysis models etc.

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Implementing a Branch-and-bound Algorithm for Transductive Support Vector Machines

  • Park, Chan-Kyoo
    • Management Science and Financial Engineering
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    • 제16권1호
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    • pp.81-117
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    • 2010
  • Semi-supervised learning incorporates unlabeled examples, whose labels are unknown, as well as labeled examples into learning process. Although transductive support vector machine (TSVM), one of semi-supervised learning models, was proposed about a decade ago, its application to large-scaled data has still been limited due to its high computational complexity. Our previous research addressed this limitation by introducing a branch-and-bound algorithm for finding an optimal solution to TSVM. In this paper, we propose three new techniques to enhance the performance of the branch-and-bound algorithm. The first one tightens min-cut bound, one of two bounding strategies. Another technique exploits a graph-based approximation to a support vector machine problem to avoid the most time-consuming step. The last one tries to fix the labels of unlabeled examples whose labels can be obviously predicted based on labeled examples. Experimental results are presented which demonstrate that the proposed techniques can reduce drastically the number of subproblems and eventually computational time.

Evaluating Effectiveness of BIM-based Idea Bank during VE Workshop

  • Kim, Hojun;Park, Heetaek;Park, Chansik
    • 국제학술발표논문집
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    • The 6th International Conference on Construction Engineering and Project Management
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    • pp.650-651
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    • 2015
  • Value Engineering has been recognized as one of the construction management techniques for improving the value and benefits of whole project. However, due to the lack of the past data and inefficient free-thinking techniques, the idea generation during VE workshop is still inefficient and ineffective. Even though various studies related to theoretical methodology and technical systems relevant to database were conducted, VE team still mainly rely on their experience for idea generation. With this regard, this study suggests an approach of BIM-based idea bank and assesses its effectiveness by interviewing 20 VE experts in the industry. This approach covers the three steps of idea generation, consisting of 1) Developing BIM based VE database, 2) Generating VE ideas, 3) Updating VE ideas. The result showed that the proposed approach has great potentials to support VE team and improve the quality of VE ideas during creativity phase.

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목표 속성을 고려한 연관규칙과 분류 기법 (Directed Association Rules Mining and Classification)

  • 한경록;김재련
    • 산업경영시스템학회지
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    • 제24권63호
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    • pp.23-31
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    • 2001
  • Data mining can be either directed or undirected. One way of thinking about it is that we use undirected data mining to recognize relationship in the data and directed data mining to explain those relationships once they have been found. Several data mining techniques have received considerable research attention. In this paper, we propose an algorithm for discovering association rules as directed data mining and applying them to classification. In the first phase, we find frequent closed itemsets and association rules. After this phase, we construct the decision trees using discovered association rules. The algorithm can be applicable to customer relationship management.

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안전한 도심항공교통 운영을 위한 전략적 충돌 관리 방안 (Strategic Conflict Management for Safe Urban Air Mobility Operations)

  • 윤태경;오수환
    • 한국항행학회논문지
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    • 제28권4호
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    • pp.450-458
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    • 2024
  • 도심항공교통 (UAM; urban air mobility)의 상용화 가능성이 증가하고 있지만, 대규모 UAM 운항의 안전성을 확보하기 위한 기술적 기반은 아직 부족하다. 본 논문은 UAM 교통관리체계 내 전략적 충돌 관리 적용 방안을 도출하기 위해, 기존 항공 교통에서 활용되는 전략적 충돌 관리 기법과 UAM 관련 연구 및 기술 동향을 분석하였다. 이를 통해, 수요 및 수용량 관리 기법이 UAM 충돌 관리에 적용될 가능성이 크며, 시스템 전체론적인 접근의 필요함을 확인하였다. 특히, 비행시간의 불확실성과 대규모 운영 상황에서의 효과적인 구현을 위해 필요한 사항으로 데이터 공유, 확률론적 접근 방법 등이 식별되었다.

시공간 데이터 응용을 위한 제약 데이터 모델링 (Constraint Data Modeling for Spatiotemporal Data Application)

  • 정훈조;우성구
    • 디지털산업정보학회논문지
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    • 제6권4호
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    • pp.45-56
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    • 2010
  • This paper suggests constraint data modeling based on constraint data presentation techniques to perform complex spatial database operation naturally. We were able to identify the limitation of extendibility of dimension and non-equal framework via relevant research for former schema of spatial database and query processing. Therefore we described generalized tuple of spatial data and the definition of suggested constraint data modeling. Also we selected MLPQ/PReSTO tool among constraint database prototype and compare standard functionality of ARC/VIEW. Then we design scenario for spatial operation using MLPQ/PReSTO and we suggested application effect after query processing. Based on above explanation, we were able to identify that we can process spatial data naturally and effectively using simple constraint routine on same framework via constraint data modeling.

Low Impact Urban Development For Climate Change and Natural Disaster Prevention

  • Lee, Jung-Min;Jin, Kyu-Nam;Sim, Young-Jong;Kim, Hyo-Jin
    • 국제학술발표논문집
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    • The 6th International Conference on Construction Engineering and Project Management
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    • pp.54-55
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    • 2015
  • Increase of impervious areas due to expansion of housing area, commercial and business building of urban is resulting in property change of stormwater runoff. Also, rapid urbanization and heavy rain due to climate change lead to urban flood and debris flow damage. In 2010 and 2011, Seoul had experienced shocking flooding damages by heavy rain. All these have led to increased interest in applying LID and decentralized rainwater management as a means of urban hydrologic cycle restoration and Natural Disaster Prevention such as flooding and so on. Urban development is a cause of expansion of impervious area. It reduces infiltration of rain water and may increase runoff volume from storms. Low Impact Development (LID) methods is to mimic the predevelopment site hydrology by using site design techniques that store, infiltrate, evaporate, detain runoff, and reduction flooding. Use of these techniques helps to reduce off-site runoff and ensure adequate groundwater recharge. The contents of this paper include a hydrologic analysis on a site and an evaluation of flooding reduction effect of LID practice facilities planned on the site. The region of this Case study is LID Rainwater Management Demonstration District in A-new town and P-new town, Korea. LID Practice facilities were designed on the area of rainwater management demonstration district in new town. We performed analysis of reduction effect about flood discharge. SWMM5 has been developed as a model to analyze the hydrologic impacts of LID facilities. For this study, we used weather data for around 38 years from January 1973 to August 2014 collected from the new town City Observatory near the district. Using the weather data, we performed continuous simulation of urban runoff in order to analyze impacts on the Stream from the development of the district and the installation of LID facilities. This is a new approach to stormwater management system which is different from existing end-of-pipe type management system. We suggest that LID should be discussed as a efficient method of urban disasters and climate change control in future land use, sewer and stormwater management planning.

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텍스트 마이닝 분석 기법을 활용한 월경주기측정 애플리케이션 사용자 경험 평가 (User Experience Evaluation of Menstrual Cycle Measurement Application Using Text Mining Analysis Techniques)

  • 정우경;신동희
    • 정보관리학회지
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    • 제40권4호
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    • pp.1-31
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    • 2023
  • 본 연구는 여성의 건강과 밀접한 관련이 있는 모바일 월경주기 측정 애플리케이션을 대상으로 토픽모델링 기법과 함께 다양한 텍스트 마이닝 기법을 도입하여 사용자 경험 평가를 실시하였으며 그 결과를 허니콤(Honeycomb)모델과 결합하여 분석하였다. 월경주기측정 애플리케이션 리뷰에서 드러난 사용자 경험을 평가하기 위해 월경주기측정 애플리케이션의 한국어 리뷰 47,117개를 수집하였다. 리뷰에서 드러난 사용자 경험에 관한 전체적인 담론 확인을 위해 토픽모델링 분석을 실시하였고, 각 토픽 별 구체적인 경험을 확인하고자 동시출현 네트워크 관계로 구축한 텍스트 네트워크 분석을 실시하였다. 또한 사용자의 정서적 경험을 파악하기 위해 감정분석(Sentiment Analysis)을 실시하였다. 이를 기반으로 월경주기측정 애플리케이션의 개발 전략을 정확도, 디자인, 모니터링, 데이터관리 및 사용자관리 측면에서 제시하였다. 연구 결과, 애플리케이션의 월경주기측정 정확도 및 모니터링 기능을 개선해야 함이 확인되었으며 다양한 디자인적 시도가 필요함이 관찰되었다. 또한 개인정보와 사용자의 생체 데이터 관리방법에 대한 보완의 필요성도 확인되었다. 본 연구는 월경주기측정 애플리케이션의 사용자 경험(UX)을 심층적으로 탐색하여 이용자들이 경험한 다양한 요인을 밝히고 더 나은 경험을 제공하기 위한 실질적인 개선점을 제시하였다. 또한 사용자 경험을 평가하는 과정에서 방대한 양의 리뷰 데이터를 연구자가 면밀하게 파악할 수 있도록 토픽모델링과 텍스트 네트워크 분석 기법을 결합하여 방법론을 제시하였다는 점에서 의의가 있다.

데이터마이닝 알고리즘을 이용한 제품수명주기 예측 : 의류산업 적용사례 (Prediction of Product Life Cycle Using Data Mining Algorithms : A Case Study of Clothing Industry)

  • 이슬기;강지훈;이한규;주태우;오시연;박성욱;김성범
    • 대한산업공학회지
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    • 제40권3호
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    • pp.291-298
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    • 2014
  • Demand forecasting plays a key role in overall business activities such as production planning, distribution management, and inventory management. Especially, for a fast-changing environment of the clothing industry, logical forecasting techniques are required. In this study, we propose a procedure to predict product life cycle using data mining algorithms. The proposed procedure involves three steps : extracting key variables from profiles, clustering, and classification. The effectiveness and applicability of the proposed procedure were demonstrated through a real data from a leading clothing company in Korea.