• Title/Summary/Keyword: 사례기반추론시스템

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Applying Polite level Estimation and Case-Based Reasoning to Context-Aware Mobile Interface System (존대등분 계산법과 사례기반추론을 활용한 상황 인식형 모바일 인터페이스 시스템)

  • Kwon, Oh-Byung;Choi, Suk-Jae;Park, Tae-Hwan
    • Journal of Intelligence and Information Systems
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    • v.13 no.3
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    • pp.141-160
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    • 2007
  • User interface has been regarded as a crucial issue to increase the acceptance of mobile services. In special, even though to what extent the machine as speaker communicates with human as listener in a timely and polite manner is important, fundamental studies to come up with these issues have been very rare. Hence, the purpose of this paper is to propose a methodology of estimating politeness level in a certain context-aware setting and then to design a context-aware system for polite mobile interface. We will focus on Korean language for the polite level estimation simply because the polite interface would highly depend on cultural and linguistic characteristics. Nested Minkowski aggregation model, which amends Minkowski aggregation model, is adopted as a privacy-preserving similarity evaluation for case retrieval under distributed computing environment such as ubiquitous computing environment. To show the feasibility of the methodology proposed in this paper, simulation-based experiment with drama cases has performed to show the performance of the methodology proposed in this paper.

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An Object-Oriented Case-Base Design and Similarity Measures for Bundle Products Recommendation Systems (번들상품추천시스템 개발을 위한 객체지향 사례베이스 설계와 유사도 측정에 관한 연구)

  • 정대율
    • Journal of Intelligence and Information Systems
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    • v.9 no.1
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    • pp.23-51
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    • 2003
  • With the recent expansion of internet shopping mall, the importance of intelligent products recommendation agents has been increasing. for the products recommendation, This paper propose case-based reasoning approach, and developed a case-based bundle products recommendation system which can recommend a set of sea food used in family events. To apply CBR approach to the bundle products recommendation, it requires the following 4R steps : \circled1 Retrieval, \circled2 Reuse, \circled3 Revise, \circled4 Retain. To retrieve similar cases from the case-base efficiently, case representation scheme is most important. This paper used OW(Object Modeling Technique) to represent bundle products recommendation cases, and developed a similarity measure method to search similar cases. To measure similarity, we used weight-sum approach basically. Especially This paper propose the meaning and uses of taxonomies for representing case features.

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Performance Improvement of data Mining by Input Data Discrimination (입력자료 판별에 의한 데이터 마이닝의 성능개선)

  • 이재식;이진천
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 2000.04a
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    • pp.293-303
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    • 2000
  • 데이터 마이닝의 수행 예측 오차를 줄이기 위한 방법으로 하나의 문제를 여러 기법들을 결합하여 해결하고 있다. 본 연구에서는 새로운 결합 모델을 제시하고 이를 통해 예측 오차를 감소시킬 수 있는 가능성을 제시한다. 제시된 결합모델의 성능을 검증하기 위해서 국내 자동차보험 회사의 고객데이터를 바탕으로 고객이탈 예측문제를 다루었다. 결합모델의 예측결과를 의사결정나무, 사례기반추론 그리고 인공신경망 중 하나의 기법만을 사용하여 예측한 결과와 비교 평가하였다. 평가 결과, 결합 모델의 예측 적중률이 개별 기법의 예측 적중률보다 우수했다.

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Research on Success and Failure of Mobile operating system using inductive learning based on ID3 algorithm (ID3 알고리즘 기반의 귀납적 추론을 활용한 모바일 OS의 성공과 실패에 대한 연구)

  • Jin, Dong-Su
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2013.10a
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    • pp.328-331
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    • 2013
  • As digital ecosystem has been rapidly transforming into the mobile based platform, several mobile operating system, which is in charge of user interface with mobile device has been appeared. This research suggest critical factors affecting success and failure of several commercial mobile operating systems from Palm OS appearing in 1996 to main mobile OSs appearing in 2013. For this, we analyse several mobile operating OS cases, elicit factors affecting success and failure of mobile OS, and conduct ID3 based inductive learning analyses based on elicted factors and values in case dataset. Through this, we draw rules in success and failure of mobile OS and suggest strategic implications for the commercial success of mobile OS.

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The Customer-oriented Recommending System of Commodities based on Case-based Reasoning and Rule-based Reasoning (사례기반추론과 규칙기반추론을 이용한 고객위주의 상품 추천 시스템)

  • 이동훈;이건호
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2003.11a
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    • pp.121-124
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    • 2003
  • It is a major concern of e-shopping mall managers to satisfy a variety of customer's desire by recommending a proper commodity to the expected purchaser. Customer information like customer's fondness and idiosyncrasy in shopping has not been used effectively for the customers or the suppliers. Conventionally, e-shopping mall managers have recommended specific items of commodities to their customers without considering thoroughly in a customer point of view. This study introduces the ways of a choosing and recommending of commodities for customer themselves or others. A similarity measure between one member's idiosyncrasy and the other members' is developed based on the rule base and the case base. The case base is improved by recognizing and learning the changes of customer's desire and shopping trend.

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An Electrical fire Diagnosis System Using the Mixed Approach of the Case-Based Reasoning with the Knowledge-Based Reasoning (지식기반 추론과 사례기반 추론의 혼합 적용 기법을 이용한 전기화재 원인진단 시스템)

  • 권동명;김두현;김상철;김상렬
    • Proceedings of the Korean Institute of Industrial Safety Conference
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    • 1999.06a
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    • pp.223-228
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    • 1999
  • This paper presents an electrical fire diagnosis system using intellectual reasoning which is the mixed approach of the case-based reasoning with the knowledge-based reasoning A prototype system is implemented using Delphi, one of the program development tools under windows environment, for making an application program for database. And database is builded using Paradox. The results of applying the system to some imaginary fire cases to verify its capability and validity show that the causes of fires is successfully diagnosed, so the proposed system proves to be reasonable.

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Analysis of Semantic Web Based Rules Using Automatic Reasoning (자동 추론을 이용한 시맨틱 웹기반의 Rules 분석)

  • 양종원;이상용
    • Proceedings of the Korean Information Science Society Conference
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    • 2004.04b
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    • pp.643-645
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    • 2004
  • 최근 시맨틱 웹에 대한 중요성이 부각되면서 다양한 분야에서 이와 관련된 연구가 활발하게 이루어지고 있다. 시맨틱 웹 기술의 구성은 크게 RDF와 단일화된 데이터모델, 그 위에 규정 되어지는 DAML+OIL(OWL)과 같은 의미를 표현할 수 있는 언어, 웹 자원들을 나타내기 위한 표준화된 용어 규정의 온톨로지, 그리고 그러한 의미적인 것들의 생성과 처리를 지원하는 툴로 이루어졌다. 시맨틱 웹에서 현재 온톨로지에 대한 연구와 사례들은 많이 연구가 되고 있지만 시맨틱 웹기반에서 Rules에 대한 연구는 미약하다. 본 논문에서는 Rules을 운용함에 있어서 기존의 자동 추론 방식을 통해 개발되고 있는 RuleML을 분석하고 향후 이기종간의 Rules에서의 상호운용성을 높여 시스템간의 지식을 공유하는 방법을 분석한다.

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Design and Implementation of Case-Based Reasoning System for Knowledge Management : The Case Study of Plant Construction Division of 'H' Cooperation (지식경영을 위한 사례기반추론 시스템의 설계 및 구축 : 'H'기업의 플랜트 건설 프로젝트 적용사례)

  • Jang, Gil-San
    • The Journal of Information Systems
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    • v.18 no.3
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    • pp.231-249
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    • 2009
  • Recently, plant construction industries are enjoying a favorable business climate centering around developing countries and oil producing countries rich in oil money. This paper proposes a methodology of implementing case-based reasoning(CBR) system for managing knowledge like lessons learned and various documents accumulated in performing power plant construction projects which are receiving a lot of order from foreign countries such as the Middle East, etc. Our methodology is consisted of 10 steps : user requirement gathering, information modeling, case modeling, case base design, similarity function design, user interface design, case base building, CBR module development, user interface implementation, integration test. Also, to illustrate the effectiveness of proposed methodology, the real CBR system is implemented for the plant business division of 'H' company which has international competitiveness in the field of plant construction industry. At present, the implemented CBR system is successfully utilizing as storing, sharing, and reusing knowledge which is accumulated in performing power plant construction projects in the target enterprise.

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Roadway Preliminary Cost Estimation Prototype based on BIM and GIS (BIM/GIS 기반 도로 개략공사비 산정 프로토타입 연구)

  • Park, Wonyoung;Kang, Tai-Kyung;Lee, Yoo-Sub
    • Korean Journal of Construction Engineering and Management
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    • v.14 no.6
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    • pp.14-21
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    • 2013
  • While a detailed cost estimation utilizes the comprehensive quantity information obtained from a complete drawing and specification, an approximate cost estimation heavily relies on the subjective decisions. This phenomenon is because the approximate estimation is usually conducted in early stage of the construction phase where the drawing and specification are not available. This study developed a roadway construction cost estimation system which enables users to estimate the approximated cost of the project in early stage. The system identifies the variation of the construction costs due to the road route change using a cased based reasoning(CBR) method. Overall the system is expected to improves the accuracy and effectiveness of the estimation process, because it would provide users with increased accessability and consistent results in early stage of the project which leaded to the increased work transparency.

Design and Implementation of Internet Shoppping Mall Based on Software Implemented Context Aware (소프트웨어기반 상황인식활용 인터넷쇼핑몰의 설계 및 구현)

  • Yoon, Sun-Hee
    • Journal of the Korea Society of Computer and Information
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    • v.14 no.1
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    • pp.183-190
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    • 2009
  • The core technique of ubiquitous computing is the context aware computing and the context aware technique is more like software so the important research work is to develop the core engines first and the adapted device for the engines. When ubiquitous computing era comes, the current existing internet shopping mall, the form of searching the direct goods and ordering the goods by the customers evolves and develops the form of system that recommends the goods by the search engine which combined with the input data and technique of case based reasoning and intelligent agent that is based on the context aware technique. In this paper, search engine which is based on the case based reasoning and intelligent agent is designed and the prototype is implemented to be adapted to the internet fashion expert shopping mall.