• 제목/요약/키워드: ontology-based

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그래프마이닝을 활용한 빈발 패턴 탐색에 관한 연구 (A Methodology for Searching Frequent Pattern Using Graph-Mining Technique)

  • 홍준석
    • Journal of Information Technology Applications and Management
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    • 제26권1호
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    • pp.65-75
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    • 2019
  • As the use of semantic web based on XML increases in the field of data management, a lot of studies to extract useful information from the data stored in ontology have been tried based on association rule mining. Ontology data is advantageous in that data can be freely expressed because it has a flexible and scalable structure unlike a conventional database having a predefined structure. On the contrary, it is difficult to find frequent patterns in a uniformized analysis method. The goal of this study is to provide a basis for extracting useful knowledge from ontology by searching for frequently occurring subgraph patterns by applying transaction-based graph mining techniques to ontology schema graph data and instance graph data constituting ontology. In order to overcome the structural limitations of the existing ontology mining, the frequent pattern search methodology in this study uses the methodology used in graph mining to apply the frequent pattern in the graph data structure to the ontology by applying iterative node chunking method. Our suggested methodology will play an important role in knowledge extraction.

A Web-Based Domain Ontology Construction Modelling and Application in the Wetland Domain

  • Xing, Jun;Han, Min
    • 한국멀티미디어학회논문지
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    • 제10권6호
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    • pp.754-759
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    • 2007
  • Methodology of ontology building based on Web resources will not only reduce significantly the ontology construction period, but also enhance the quality of the ontology. Remarkable progress has been achieved in this regard, but they encounter similar difficulties, such as the Web data extraction and knowledge acquisition. This paper researches on the characteristics of ontology construction data, including dynamics, largeness, variation and openness and other features, and the fundamental issue of ontology construction - formalized representation method. Then, the key technologies used in and the difficulties with ontology construction are summarized. A software Model-OntoMaker (Ontology Maker) is designed. The model is innovative in two regards: (1) the improvement of generality: the meta learning machine will dynamically pick appropriate ontology learning methodologies for data of different domains, thus optimizing the results; (2) the merged processing of (semi-) structural and non-structural data. In addition, as known to all wetland researchers, information sharing is vital to wetland exploitation and protection, while wetland ontology construction is the basic task for information sharing. OntoMaker constructs the wetland ontologies, and the model in this work can also be referred to other environmental domains.

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Spatial experience based route finding using ontologies

  • Barzegar, Maryam;Sadeghi-Niaraki, Abolghasem;Shakeri, Maryam
    • ETRI Journal
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    • 제42권2호
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    • pp.247-257
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    • 2020
  • Spatial experiences in route finding, such as the ability of finding low-traffic routes, exert a significant influence on travel time in big cities; therefore, the spatial experiences of seasoned individuals such as taxi drivers in route finding can be useful for improving route-finding algorithms and preventing using routes having considerable traffic. In this regard, a spatial experience-based route-finding algorithm is introduced through ontology in this paper. To this end, different methods of modeling experiences are investigated. Then, a modeling method is chosen for modeling the experiences of drivers for route finding depending on the advantages of ontology, and an ontology based on the taxi drivers' experiences is proposed. This ontology is employed to create an ontology-based route-finding algorithm. The results are compared with those of Google maps in terms of route length and travel time at peak traffic time. According to the results, although the route lengths of route-finding method based on the ontology of drivers' experiences in three cases (from nine cases) are greater than that based on Google maps, the travel times are shorter in most cases, and in some routes, the difference in travel time reaches only 10 minutes.

시맨틱 웹 기반의 고객 정보 검색 시스템의 설계 및 구현 (Design and Implementation of Customer Information Retrieval System based on Semantic Web)

  • 황정희;구미숙;이현아;류근호
    • 정보처리학회논문지D
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    • 제13D권4호
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    • pp.525-534
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    • 2006
  • 시맨틱 웹 기반의 서비스를 제공하기 위해서는 특정 도메인 지식에 대한 명시적인 명세화 및 지식의 개념과 개념과의 관계를 정형화하는 온톨로지를 통해서 이루어진다. 그러므로 특정 도메인 지식의 명세화와 정형화를 위해서는 관심 있는 도메인내의 지식을 개념화하는 온톨로지의 생성이 필수적이다. 이 논문에서는 택배 마케팅의 잠재 고객에 대한 정보를 검색하기 위해, 시맨틱 웹 기반의 온톨로지 생성을 위한 구체적인 도메인을 설계하고, 생성된 온톨로지를 이용하는 정보 검색 방법을 제안하였다. 제안된 온톨로지를 기반으로 고객의 정보를 수집하는 데이터 검색 로봇을 구현 하였다. 아울러 온톨로지의 생성과 데이터 검색 로봇이 데이터 검색을 정확하게 수행함을 확인 하였다.

온톨로지 저장소 관리에 관한 연구 (The Research for Ontology Repository Management)

  • 이동훈;양정진
    • 한국정밀공학회:학술대회논문집
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    • 한국정밀공학회 2005년도 추계학술대회 논문집
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    • pp.124-127
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    • 2005
  • The increased use of ontologies fur knowledge sharing emerges in many applications where knowledge applicability plays a critical role. The trend demands the need for an infrastructure that allows management tools to use ontology more easily such as ontology editors, storing, integration and inference engines towards comprehensive ontology-based solutions. We call such an infrastructure as ontology repository. This paper designed ontology repository for scalable ontology data

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내용기반 문서분류 전문가시스템을 위한 온톨로지 연구 (An Ontology for a Content-Based Expert System Document Categorization)

  • 서래원
    • 공학논문집
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    • 제3권1호
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    • pp.47-56
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    • 1998
  • 본 논문은 내용기반 문서분류 전문가시스템 개발을 위한 온톨로지 개념 도입과 구축에 관한 연구이다. 전문가시스템 개발에 있어서 온톨로지가 미치는 영향에 대해 알아보고, 온톨로지 개념을 정립하고자 한다. 정립된 온톨로지의 개념에 입각하여 특정 영역인 미술 분야에 있어서 내용기반 문서분류 전문가시스템 개발 시 필요한 개념소를 추출하며 온톨로지 계통도를 제시한다.

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Context Aware System based on Bayesian Network driven Context Reasoning and Ontology Context Modeling

  • Ko, Kwang-Eun;Sim, Kwee-Bo
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제8권4호
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    • pp.254-259
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    • 2008
  • Uncertainty of result of context awareness always exists in any context-awareness computing. This falling-off in accuracy of context awareness result is mostly caused by the imperfectness and incompleteness of sensed data, because of this reasons, we must improve the accuracy of context awareness. In this article, we propose a novel approach to model the uncertain context by using ontology and context reasoning method based on Bayesian Network. Our context aware processing is divided into two parts; context modeling and context reasoning. The context modeling is based on ontology for facilitating knowledge reuse and sharing. The ontology facilitates the share and reuse of information over similar domains of not only the logical knowledge but also the uncertain knowledge. Also the ontology can be used to structure learning for Bayesian network. The context reasoning is based on Bayesian Networks for probabilistic inference to solve the uncertain reasoning in context-aware processing problem in a flexible and adaptive situation.

온톨로지에 기반한 자율주행 로봇의 제어 (Ontology-based Control of Autonomous Robots)

  • 이인근;권순학
    • 한국지능시스템학회논문지
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    • 제19권1호
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    • pp.69-74
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    • 2009
  • 본 논문에서는 온톨로지에 기반한 자율주행 로봇의 제어 방법을 제안한다. 제안한 방법은 온톨로지를 단순히 정보의 체계적인 저장소로 이용하는 것에서 벗어나 온톨로지 추론을 통해 로봇을 제어한다. 즉, 로봇이 감지한 장애물 정보를 온톨로지로 표현하고, 온톨로지 추론을 통해 주변 상황에 따른 로봇의 행동계획과 로봇의 제어를 수행한다. 그리고 차등구동형로봇을 제작하고, 실제 환경에서의 로봇 주행 실험을 통해 제안한 방법의 효용성을 보인다.

창업학 지식구조 분석결과를 활용한 창업 온톨로지 구축 (An Establishment of Entrepreneurship Ontology through Analysis of Intellectual Structure in Entrepreneurship Research)

  • 심재후;최명길
    • Journal of Information Technology Applications and Management
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    • 제20권2호
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    • pp.161-176
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    • 2013
  • The outcomes of entrepreneurship studies have been tried to help the entrepreneurs in start-up stages, but the outcomes of the entrepreneurship research are not fully utilized to guide the activities of the entrepreneurs in start-up businesses. To utilize the outcomes of entrepreneurship research for helping entrepreneurs effectively, an entrepreneurship ontology, a systemized specification of the knowledge in the entrepreneurship research, has to be established, Based on the entrepreneurship ontology, the knowledge of entrepreneurial processes can be illustrated, and a diagnosis and coaching system for the entrepreneurs can be built effectively. To establish an entrepreneurship ontology, this study investigates the intellectual structure of entrepreneurship studies by analyzing the contents of top journals in entrepreneurship field, and identifies the relationship among the key concepts through bibliometric analyses based on entrepreneurship corpus, This study suggests a method of establishing entrepreneurship ontology and utilization of the ontology. Through utilization of the entrepreneurship ontology, it is expected to explain the entrepreneurial processes effectively and to improve the rate of business success.

온톨로지-DTD 정합에 의한 XML 질의 확장 (XML Query-Expansion by Ontology-DTD Match)

  • 김명숙;공용해
    • 정보처리학회논문지D
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    • 제12D권5호
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    • pp.773-780
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    • 2005
  • XML 질의를 온톨로지 기반으로 확장하면 보다 폭넓은 정보검색이 가능해지는 반면에, 대상 문서의 구조에 부적합하게 확장된 질의들은 검색의 효율을 저하시킬 수 있다. 본 연구는 은톨로지와 대상 문서의 DTD를 정합한 결과인 축소된 온톨로지를 기반으로 질의를 확장함으로써 질의의 적합도를 향상시키는 방법을 제안한다. 온톨로지 개념과 DTD 엘리먼트 정합 및 온톨로지와 DTD 속성 정합에 의해 한번 축소된 온톨로지는 질의의 적중률을 높일 수 있을 뿐만 아니라 동일한 구조를 가지는 문서 집단에 재사용될 수 있으므로 검색의 효율을 향상시킬 수 있다.