• 제목/요약/키워드: Case-based Reasoning

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유비쿼터스 컴퓨팅 기반의 비즈니스 모델에 관한 연구 : 연구 분석 프레임워크 수립 및 실증 분석 (Ubiquitous Computing-Driven Business Models : An Analytical Structure & Empirical Validations)

  • 황경태;신봉식;김경재
    • Journal of Information Technology Applications and Management
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    • 제12권4호
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    • pp.105-121
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    • 2005
  • Ubiquitous computing(UC) is an emerging paradigm. Its arrival as a mainstream is expected to trigger innovative UC-driven business models (UCBMs). Currently, there is no Parsimonious methodology to analyze and provide diagnostics for UCBMs. With this research, we propose a analytical architecture that enables the assessment of an UCBM in its structural strengths and weaknesses. With value logic as the cornerstone, the architecture is composed of value actors, value assets, value context, business value Propositions, customer value propositions, value creation logics, and value assumptions. Dimensional variables are initially Identified based on the review of business model literature. Then, their significance is empirically examined through 14 UCBM scenarios, and variables that are expected to Play an important role in the UCBM assessment are decided. Finally, by analyzing the scenarios in terms of the dimensional variables, we attempted to summarize general characteristics of emerging UCBMs.

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신용카드 고객의 신용 예측을 위한 지식기반 방법들: 적용 및 비교 연구 (Knowledge-Based methodologies for the Credit Rating : Application and Comparison)

  • 주석진;김재경;성태경;김중한
    • 지능정보연구
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    • 제5권1호
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    • pp.49-64
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    • 1999
  • 본 연구는 백화점 고객이 신용 카드 신청 요구 시에 작성되는 가입 정보 및 사용되고 있는 고객의 거래 정보는 카드 사용 패턴으로 신용도를 예측하는 여러 방법론을 제시하고 성능을 비교하였다. 가입 정보를 분석하기 위해 역전파 신경망(Back-Propagation Neural Network, BPNN), 사례기반추론(Case-Based reasoning)을, 거래 정보를 분석하기 위해 역전파 신경망과 더불어 시간지연 신경망(Time-Delayed Neural Network, TDNN)을 각각 사용하여 그 결과를 비교하였다. 또한 전체시스템의 적중률을 높이기 위햐여, ID3와 신경망을 이용한 Meta-Leaning 방법을 제시하였으며, Meta-Learning 방법과 다른 방법들을 비교, 분석을 하였다. 본 연구에서는 모형 수립과 검증을 위하여 T백화점의 실제 신용 카드 가입 고객 데이터를 이용하여 실험하였다. 데이터의 성격에 따라 각 모델의 예측력에는 차이가 나타났으나, 신경망 모형의 예측력이 우수하였으며, 시간적 특성을 고려하는 시간지연 신경회로망 모형의 예측력은 더욱 우수하게 나타났다. 또한 Meta-Learning 모형을 사용하면 예측력이 더 높아진다는 것을 확인할 수 있었다.

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정수계획 모형에서 라그란지안 구조정의 및 완화를 지원하는 지능형 시스템의개발 (Development of an intelligent system for Lagrangian structural identification and relaxation for integer programmings)

  • 김철수;이재규;김민용
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회 1995년도 추계학술대회발표논문집; 서울대학교, 서울; 30 Sep. 1995
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    • pp.300-324
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    • 1995
  • This research investigates the automatic identification of typical embedded structures in the Integer Programming(IP) models and automatic transformation of the problem to an adequate Lagrangian problem which can provide tight bounds within the acceptable run time. For this purpose, the structural distinctiveness of variables, constants, blocks of terms, and constraint chunks is identified to describe the structure of the IP model. To assist the identification of the structural distinctiveness, the representation by the knowledge based IP model formulator UNIK-IP is adopted. For the reasoning for the structural identification, the bottom-up, top-down, and case-based approaches are proposed. A prototype system UNIK-RELAX is developed to implement the approaches proposed in this research.

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퍼지개념을 이용한 고성능 고장진단 시스템의 설계 (Design of High Efficient Fault Diagnostic System by Using Fuzzy Concept)

  • 이쌍윤;김성호;권오신;주영훈
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 1997년도 추계학술대회 학술발표 논문집
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    • pp.247-251
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    • 1997
  • FCM(Fuzzy Cognitive Map) is a fuzzy signed directed graph for representing causal reasoning which has fuzziness between causal concepts. Authors have already proposed FCM-based fault diagnostic scheme and verified its usefulness. However, the previously proposed scheme has the problem of lower diagnostic resolution as in the case of other qualitative approaches. In order to improve the diagnostic resolution, a concept of fuzzy number is introduced into the basic FCM-based fault diagnostic algorithm. By incorporation the fuzzy number into fault FCM models, quantitative information such as the transfer gain between the state variables can be effectively utilized for better diagnostic resolution. Furthermore, an enhanced TAM(Temporal Associative Memory) recall procedure and modified and modified pattern matching scheme are also proposed.

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상차림중심의 지능형 수산물 인터넷 쇼핑몰 개발 (Intelligent Electronic Shoppingmall with Bundle Product Suggestions for Fisheries)

  • 정대율
    • 한국정보시스템학회지:정보시스템연구
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    • 제10권2호
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    • pp.5-32
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    • 2001
  • The main goal of this research is at the development of a bundle product suggestion sub-system of an internet shopping mall for fishery products, which can reduce the search cost of user. To achieve the goal, we first study tie key factors of successful direct commerce for fishery products, and second, we design a bundle product suggestion module and its sub-module. For this, we identify the objectives of system, and write out the necessary functions of the system and models(process model, data model, dynamic model) through the analysis of user requirements. Based on the functions and models, we design user interfaces, database, processes, and knowledge base. In designing knowledge base and inferencing strategy, we consider two intelligent agent approach(optimal algorithms, heuristic rules) and suggest one more approach(case-based reasoning). The intelligent agent can be used in enhancing the suggestion of multiple fishery product simultaneously. The system analysis and design documents presented as the research results can be used to provide good guidelines to the companies who consider developing an production suggestion agents.

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한미 FTA 협상전략의 특징 및 시사점 : 기간통신서비스 외자규제 사례를 중심으로 (Main Features and Implications of KORUS FTA Negotiation Strategy : The Case of Foreign Ownership Regulation on Facilities-based Public Telecom Services)

  • 이한영
    • 통상정보연구
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    • 제9권2호
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    • pp.399-422
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    • 2007
  • Like in other trade negotiations covering comprehensive sectors, it is reported that KOREA-US FTA tried so-called 'package deal' at the last minutes, when telecom services sector was positioned at the forefront and expected to partly play a role in buffering US' market-opening pressure on other sectors. Before everything else, Korean negotiators had to enhance the value of foreign ownership deregulation in telecom services sector as a leverage in the course of KOREA-US FTA negotiations. In addition, since foreign ownership change, if any, is highly sensitive issue either politically or policy-wise, it seems very difficult to find a breakthrough. Focusing on foreign ownership regulation in telecom services sector, this paper seeks how Korea has developed its strategic reasoning for negotiations and evaluates the outcomes of KOREA-US FTA negotiations.

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사용자 중심의 상황 인지 시스템의 개발 (Development of User-Centered Context Awareness System)

  • 장인우;우종우
    • 한국IT서비스학회지
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    • 제9권1호
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    • pp.113-125
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    • 2010
  • Recently, a smart space with Ubiquitous Environment is expanding rapidly due to the development of Ubiquitous Sensor Network. Therefore, more appropriate and intelligent services of the context awareness system is being required. The previous context awareness system can provide a service to the user through the inference only on the current situation. But, it does not handle certain situation properly when the system provides abnormal result. Also it does not have any proper method of generating reliable semantic data from sensed raw data. In this paper, we are trying to solve the problems as the following approaches. First, the system recognizes abnormal result and corrects it by learning feedback from the user. Second, we suggest a method of converting sensed data into more reliable semantic data. Third, we build the system based on an Ontological context model that is capable of interoperability and reusability. Therefore, the context awareness system of our study can enhance the previous system that can generate more reliable context data, can provide more effective inference method, and can provide more intelligent system structure.

CBR 기반의 웰니스멘토지원시스템 개발 (Development of a Wellness Mentor Support System based on CBR)

  • 박성빈;정경렬;김사엽;이상호
    • 한국콘텐츠학회:학술대회논문집
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    • 한국콘텐츠학회 2013년도 춘계 종합학술대회 논문집
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    • pp.389-390
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    • 2013
  • 건강관리서비스는 금연, 절주, 식이 운동 등 생활습관을 개선하여 스스로 건강을 증진하도록 평가 교육 상담 등을 제공하는 서비스이다. 본 연구의 목적은 건강관리 서비스 분야에서 성공적인 건강상담사례들 중 유사한 사례를 추출하여 이를 건강관리 상담에 활용하기 위한 CBR(Case based Reasoning) 기반의 웰니스멘토지원시스템을 개발하는 것이다. 자가 건강관리 서비스를 위해 수집한 개인 건강관리 관련 정보로부터 운동처방 및 식이영양 처방을 위한 판단기준이 되는 변인들을 추출하였고, 변인들 간 유사도 비교를 위한 함수를 선정하고 가중치를 부여하였다. 또한 기존의 성공사례들에 대한 DB를 구축하고 유사도 비교(Retrieve)를 통해 가장 적절한 사례를 추천하기 위한 웰니스멘토지원시스템의 프로토타입을 개발하였다. 웰니스멘토지원시스템을 통해 과거의 성공적인 상담사례를 참고하여 상담해줌으로써 상담에 필요한 시간을 단축시키고 서비스의 질 향상을 도모할 수 있을 것이다.

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지식기반 객체지향 군수시뮬레이션 모델에 관한 연구 - 초기군수지원성 분석모델을 중심으로 - (Knowledge Based and Object-Oriented Simulation Model for Logistics Analysis)

  • 마호명;최상영
    • 한국국방경영분석학회지
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    • 제22권1호
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    • pp.67-80
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    • 1996
  • Artificial Intelligence(AI) techniques and Object-Oriented(OO) techniques contribute to the simulation modeling of the complex systems. AI techniques are suitable to model human reasoning in the simulation. While OO techniques have advantages of re-usability, maintainability and extendability of the software. Thus, in this paper, we design a knowledge-based object-oriented simulation model, particularly for the logistics analysis of military armor vehicles. The simulation model consists of three modules i.e., scenario, simulation mechanism, and inference engine. The model is designed within the OO paradigm and implemented by using the C++ language. An example case of using the model for the logistic analysis is included.

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정형적 개념 분석과 온톨로지를 활용한 제품계열 정보 설계 (Product Family Design using Formal Concept Analysis and Ontology)

  • 이희정
    • 산업경영시스템학회지
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    • 제35권3호
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    • pp.110-117
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    • 2012
  • A product family design has received much attention over the last several decades, since a product family-based development shortens lead-times and reduces cost, as well as increases efficiency and effectiveness of the product realization process. It is challenging work, however, to define the product family design in the heterogeneous product development environments, due to myriads of products related information described in different ways across products in any companies. In this paper, we provided a way of defining product family design framework using formal concept analysis and ontology language. Based on this, the specific product family can be derived by ontological reasoning, and the new product concept can be also expanded in the framework. The proposed framework is formalized using OWL (Web Ontology Language) and implemented in $Prot{\acute{e}}g{\acute{e}}$. Actual product family design algorithm is carried out using FaCT++ engine, a plug-in to $Prot{\acute{e}}g{\acute{e}}$, and the benefits of the proposed method are also demonstrated through a case study.