지능정보연구 (Journal of Intelligence and Information Systems)

  • 제9권1호
  • /
  • Pages.23-51
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  • 2003
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  • 2288-4866(pISSN)
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  • 2288-4882(eISSN)
한국지능정보시스템학회 (Korea Intelligent Information System Society)
권호 표지

번들상품추천시스템 개발을 위한 객체지향 사례베이스 설계와 유사도 측정에 관한 연구

An Object-Oriented Case-Base Design and Similarity Measures for Bundle Products Recommendation Systems

  • 정대율 (경상대학교 경영학부 경영정보학전공)
  • 발행 : 2003.06.01
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초록

인터넷 쇼핑몰에서 사례기반추론기법을 통한 유사상품의 탐색과 사용자 요구에 적합한 상품추천을 위해서는 다양한 요구에 부응할 수 있는 사례베이스의 구축이 우선되어야 한다. 그리고 구축된 사례베이스로부터 유사한 사례를 검색하여 재 사용하거나 필요시 수정하고, 그 결과를 다시 저장하는 기능이 요구된다. 사례기반 상품추천시스템 개발에 있어 가장 중요한 요소는 사례의 표현문제이다. 본 연구에서는 인터넷 수산물 쇼핑몰의 상품추천시스템에서 번들상품 구성문제(집안 이벤트 시 필요한 수산물의 집합)를 표현하는데 적합한 사례표현기법을 개발하며, 유사사례를 추출하기 위한 유사도 척도의 개발에 연구의 첫 번째 주안점을 둔다. 본 논문에서는 번들상품추천을 위한 사례표현기법으로 객체모델링(OMT)기법을 사용하고 있다. 또한 다양한 사례 속성 유사도 측정방법을 적용하며, 유사도 측정에서 분류법(taxonomy)의 의미와 그 적용방법을 제시한다.

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.

키워드

참고문헌

  1. 한국정보처리학회 논문지 v.7 no.5 전자상거래를 위한 사례기반추론의 판매지원 에이전트 성백균;김상희;박덕원
  2. 정보시스템연구 v.10 no.2 상차림중심의 지능형 수산물 인터넷 쇼핑몰 개발 정대율
  3. Artificial Intelligence Communications v.7 no.1 Case-based Reasoning : Foundational Issues, Methodological Variations, and System Approaches Aamodt,A.;E.Plaza
  4. Proceedings of the ACM SIGMOD Conference on Management of Data Mining Association Rules between Sets of Items in Large Database Agrawal,R.T.;Imielinski,;A.Swami
  5. Journal of Marketing Research v.37 Internet Recommendation Systems Ansari,A.;S.Essengaier;R.Kohli
  6. Proceedings of 6th German Workshop in Case-Based Reasoning (GWCBR'98).IMIB Series v.7 On the Use of Taxonomies for Representing Case Features and Local Similarity Measures Bergmann,R.
  7. Proceedings of European Workshop on Case-Based Reasoning (EWCBR'98) Similarity Measure for Object-Oriented Case Representation Bergmann,R.;A.Stahl
  8. 4th German Workshop: Case-Based Reasoning - System Development and Evaluation, Informatik-Berichte Nr. 55 Integrating General Konwledge with Object-Oriented Case Representation and Reasoning Bergmann,R.;W.Wilke;I.Vollrath;S.Wess;H.D.Burkhard(Hrsg.);M.Lenz(Hrsg.)
  9. KI - Kunstliche Intelligenz WEBSELL: Intelligent Sales Assistants for the World Wide Web Cunningham,P.;R.Bergmann;S.Schmitt.;R.Traphoner;B.Smyth;P.MacAnUltaigh
  10. Proceedings of the German Workshop on Case-Based Reasoning(GWCBR '99) Architectures for Integration CBR-Systems with Databases for E-Commerce Donner,M.;T.Roth-Berghofer
  11. Knowledge-Based Systems v.12 A Web Based CBR Systems for Heating Ventilation and Air Conditioning Systems Sales Support Gardingen,D.;I.Watson
  12. IEEE Transaction on Knowledge and Data Engineering v.11 no.5 Mining Multi-Level Association Rules in Large Databasses Han,J.;Y.Fu
  13. Proceeding of International Conference on Electronic Commerce 2000 Recommender Systems with Configuration in Electronic Commerce Kim,S.H.;J.E.Jung;G.S.Jo
  14. Proceeding of International Conference on Electronic Commerce 2000 Personalized Recommendations for Retailing in Internet Commerce: A Multistrategy Filtering Approach Kim,Steven H.;S.W.Shin;J.H.Kim
  15. Case-based Reasoning Kolokner,J.
  16. Proceedings from the Case-based Reasoning Workshop Retrieving Events from Case Memory : A Parallel Implementation Kolodner,J.
  17. Communications fo the ACM v.40 no.3 GroupLens: Applying Collaborative Filtering to Usenet News Konstan,J.;B.Miller;D.Maltz;J.Herlocker;L.Gordon;J.Riedl
  18. Expert Systems with Applications v.9 no.2 ES*: An Expert Systems Development Planner Using a Constraint and Rule-based Approach Lee,J.K.;S.B.Kwon
  19. Case-Based Reasoning Technology - From Foundation to Applications Lenz,M.;B.Bartsch-Sporl;H.D.Burkhard;S.Wess(Eds.)
  20. Case-Based Reasoning Research and Development Proceedings of the 2nd International Conference on Case-based Reasoning (ICCBR -97) Similarity Metrics : A Formal Unification of Cardinal and Non-Cardinal Similarity Measures Osborne,H.;D.Bridge;David B.L.;E.Plaza
  21. AAAI 1996 Fall Symposium Wordshop Case-Based Reasoning in the Configuration of Telecooperation Systems Rahmer,J.;A.Voss
  22. Special Issue on Recommender Systems, Communications of the ACM v.40 no.3 Resnick.P.;H.R.Varian(ed.)
  23. Object-Oriented Modeling and Design Rumbaugh,J.;M.Blaha;W.Premerlani;R.Eddy;W.Lorensen
  24. Dynamic Memory: A Theory of Reminding and Learning Incomputers and Peoples Schank R.
  25. AI Magazine Case-based Reasoning : A Research Paradigm Slade,S.
  26. 12th International Bled Electronic Commerce Conference Applying Case-Based Reasoning Technology for Product Selection and Customization in Electronic Commerce Environments Schmitt,S.& R.Bergmann
  27. 7th German Workshop on Case-Based Reasoning Product Customization in an Electronic Commerce Environment Using Adaptive Operators Schmitt,S.;R.Bergmann
  28. 5th European Workshop on Case-Based Reasoning A Product Customization Module Based on Adaptation Operators for CBR Systems in E-Commerce Environments Schmitt,S.;R.Maximini;G.Landeck;J.Hohwiller
  29. 5th European Workshop on Case-Based Reasoning Applying Recursive CBR for Customization of Structured Products in an Electornic Shop Stahl,A.;R.Bergmann
  30. 13th International Bled Electronic Commerce Conference A Customization Approach for Structured Products in Electronic Shop Stahl,A.;R.Bergmann;S.Schmitt
  31. IEEE Internet Computing v.2 no.4 Intelligent Sales Support on the Web: Using Case-Based Reasoning Techniques for Online Catalogs and Product Databases Vollrath I.;W.Wike;R.Bergmann
  32. Advances in Soft Computing - Engineering Design and Manufacturing Intelligent Electronic Catalogs for Sales Support: Introducing Case-Based Reasoning Techniques to On-Line Product Selection Applications Vollrath,I.;W.Wike;R.Bergmann;R.Roy(ed.);T.Furuhashi(ed.);P.K.Chawddhry(ed.)
  33. Applying Case-Based Reasoning Techniques for Enterprise Systems Watson,I.
  34. Knowledge Management for Intelligent Sales Support in Electronic Commerce, DISKI 213 Wilke,W.
  35. Case-Bsed Reasoning Technology - From Foundation to Applications Intellgent Sales Support with CBR Wilke,W.;M.Lenz;W.Wess;M.Lenz(ed.);B.Bartsch-Sporl(ed.);H.D.Burdhard(ed.);S.Wess(ed.)