• Title/Summary/Keyword: Ontology Merging

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Automatic Merging of Distributed Topic Maps based on T-MERGE Operator (T-MERGE 연산자에 기반한 분산 토픽맵의 자동 통합)

  • Kim Jung-Min;Shin Hyo-Pil;Kim Hyoung-Joo
    • Journal of KIISE:Software and Applications
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    • v.33 no.9
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    • pp.787-801
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    • 2006
  • Ontology merging describes the process of integrating two ontologies into a new ontology. How this is done best is a subject of ongoing research in the Semantic Web, Data Integration, Knowledge Management System, and other ontology-related application systems. Earlier research on ontology merging, however, has studied for developing effective ontology matching approaches but missed analyzing and solving methods of problems of merging two ontologies given correspondences between them. In this paper, we propose a specific ontology merging process and a generic operator, T-MERGE, for integrating two source ontologies into a new ontology. Also, we define a taxonomy of merging conflicts which is derived from differing representations between input ontologies and a method for detecting and resolving them. Our T-MERGE operator encapsulates the process of detection and resolution of conflicts and merging two entities based on given correspondences between them. We define a data structure, MergeLog, for logging the execution of T-MERGE operator. MergeLog is used to inform detailed results of execution of merging to users or recover errors. For our experiments, we used oriental philosophy ontologies, western philosophy ontologies, Yahoo western philosophy dictionary, and Naver philosophy dictionary as input ontologies. Our experiments show that the automatic merging module compared with manual merging by a expert has advantages in terms of time and effort.

An Algorithm for Ontology Merging and Alignment using Local and Global Semantic Set (지역 및 전역 의미집합을 이용한 온톨로지 병합 및 정렬 알고리즘)

  • 김재홍;이상조
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.41 no.4
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    • pp.23-30
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    • 2004
  • Ontologies play an important role in the Semantic Web by providing well-defined meaning to ontology consumers. But as the ontologies are authored in a bottom-up distributed mimer, a large number of overlapping ontologies are created and used for the similar domains. Ontology sharing and reuse have become a distinguished topic, and ontology merging and alignment are the solutions for the problem. Ontology merging and alignment algorithms previously proposed detect conflicts between concepts by making use of only local syntactic information of concept names. And they depend only on a semi-automatic approach, which makes ontology engineers tedious. Consequently, the quality of merging and alignment tends to be unsatisfying. To remedy the defects of the previous algorithms, we propose a new algorithm for ontology merging and alignment which uses local and global semantic set of a concept. We evaluated our algorithm with several pairs of ontologies written in OWL, and achieved around 91% of precision in merging and alignment. We expect that, with the widespread use of web ontology, the need for ontology sharing and reuse ill become higher, and our proposed algorithm can significantly reduce the time required for ontology development. And also, our algorithm can easily be applied to various fields such as ontology mapping where semantic information exchange is a requirement.

Integration of pare libraries using the upper ontology method (상위 온톨로지를 이용한 부품 라이브러리의 정보 통합)

  • Cho Joonmyun;Han Soonhung;Suh Hyowon;Kim Hyun
    • The Journal of Society for e-Business Studies
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    • v.10 no.3
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    • pp.1-19
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    • 2005
  • Ontology-based approaches for automated information integration are being widely investigated. The existing approaches explicitly represent the semantics of information sources in ontologies and let the computer system, through aligning or merging the source ontologies, provide a global view of information sources. The problem of aligning or merging different ontologies is a well known problem, and the inter-ontology mappings play an essential role in information integration. To enable simple and well-founded mappings , the ontologies of information sources should be modeled with the same world view and with the same manner of representation. This paper introduces an ontology modeling framework for component libraries, which is developed based on the Guarino's theory of upper ontology . This paper discusses the results of modeling ontologies of mold and die component libraries based on the framework. A Web-based implementation automatically merges the source ontologies.

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Comparability and uniformity of ontology for automated information integration of parts (부품 라이브러리의 자동 정보 통합을 위한 온톨로지의 비교 가능성과 균질성 확보)

  • Cho Joonmyun;Han Soonhung;Kim Hyun
    • The KIPS Transactions:PartD
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    • v.12D no.3 s.99
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    • pp.365-374
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    • 2005
  • The B2B electronic product commerce needs intermediary system to provide an integrated interface for the parts libraries of multiple suppliers. However, it is difficult to automatically integrate the parts libraries because they are heterogeneous. Existing ontology-based approaches show a limited functionality of automated integration of information because Dey can not prevent ontologies from being modeled in different ways, so that the inter-ontology mappings to resolve the heterogeneity become complicated and arbitrary. In order to overcome such problems this paper proposes an ontology modeling framework for parts libraries based on the Guarino's theory of upper ontology. The framework provides knowledge modeling primitives which have explicit formal meanings and modeling principles based on ontological natures. Using the framework, ontology developers can model the knowledge of parts libraries systematically and consistently, so that the resulting ontologies become comparable and uniform and the ontology merging algorithm for the automated information integration can be easily developed.

An FCA-based Solution for Ontology Mediation

  • Cure, Olivier;Jeansoulin, Robert
    • Journal of Computing Science and Engineering
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    • v.3 no.2
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    • pp.90-108
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    • 2009
  • In this paper, we present an ontology mediation solution based on the methods frequently used in Formal Concept Analysis. Our approach of mediation is based on the existence of instances associated to two source ontologies, then we can generate concepts in a new ontology if and only if they share the same extent. Hence our approach creates a merged ontology which captures the knowledge of these two source ontologies. The main contributions of this work are (i) to enable the creation of concepts not originally in the source ontologies, (ii) to propose a solution to label these emerging concepts and finally (iii) to optimize the resulting ontology by eliminating redundant or non pertinent concepts. Another contribution of this work is to emphasize that several forms of mediated ontology can be defined based on the relaxation of certain criteria produced from our method. The solution that we propose for tackling these issues is an automatic solution, meaning that it does not require the intervention of the end-user, excepting for the definition of the common set of ontology instances.

A Study of Integrating Ontologies of Heterogeneous Product Classification Schemes Using XML Topic Maps(XTM) (토픽맵을 이용한 이 기종 상품분류체계 온톨로지 통합에 관한 연구)

  • 고세영;김성혁
    • The Journal of Society for e-Business Studies
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    • v.8 no.4
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    • pp.151-166
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    • 2003
  • The Topic Maps paradigm allows people and organizations to integrate and merge heterogeneous products classification systems such as UNSPSC and HS. Merging their product ontologies could combine information about classification scheme for products. We analyzed two product classification schemes for UML modeling and developed an integrated TM for watches . Examples in XTM syntax show how UNSPSC and HS can be integrated by merging their ontology.

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Ontology Integration and Extension for Intelligent Ubiquitous (지능형 유비쿼터스 웹을 위한 온톨로지 통합 및 확장)

  • Lee, Ji-Yun;Yang, Jin-Hyeok;Jeong, In-Jeong
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 2005.11a
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    • pp.221-225
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    • 2005
  • 언제 어디서나 자유롭게 인터넷을 사용할 수 있는 다가오는 유비쿼터스 환경에서 원하는 정보를 빠르고 정확하게 찾고자 하는 사용자들의 요구는 중요한 이슈가 되었다. 대량의 정보에 대한 정확하고 의미있는 검색의 해결책으로 제시된 한 분야가 바로 시맨틱 웹이다. 우리는 본 논문에서 시맨틱 웹의 핵심 기술인 차세대 데이터베이스라 불리는 온톨로지를 통합하고 이를 확장해 나아가는 방법에 대해 제안한다. 본 논문에서 온톨로지 통합에 사용되는 기법은 맵핑을 이용한 온톨로지 병합(merging) 기법이고, 이를 바탕으로 하는 상위 온톨로지 확장은 통합된 온톨로지를 메타레벨과 언어레벨로 나누는 작업을 통해 이루어진다. 제안된 방법은 중복되는 온톨로지들을 최소화하여 재사용성을 높이는데 기여한다. 또한 온톨로지들 사이의 개념들 간의 관계를 효율적으로 만들고, 시맨틱 웹뿐만 아니라 나아가 유비쿼터스 웹 환경에서 사용자들이 원하는 정보의 공유를 용이하게 한다.

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Topic maps Matching and Merging Techniques based on Partitioning of Topics (토픽 분할에 의한 토픽맵 매칭 및 통합 기법)

  • Kim, Jung-Min;Chung, Hyun-Sook
    • The KIPS Transactions:PartD
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    • v.14D no.7
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    • pp.819-828
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    • 2007
  • In this paper, we propose a topic maps matching and merging approach based on the syntactic or semantic characteristics and constraints of the topic maps. Previous schema matching approaches have been developed to enhance effectiveness and generality of matching techniques. However they are inefficient because the approaches should transform input ontologies into graphs and take into account all the nodes and edges of the graphs, which ended up requiring a great amount of processing time. Now, standard languages for developing ontologies are RDF/OWL and Topic Maps. In this paper, we propose an enhanced version of matching and merging technique based on topic partitioning, several matching operations and merging conflict detection.

Visual Media Service Retrieval Using ASN.1-based Ontology Reasoning (ASN.1 기반의 온톨로지 추론을 이용한 시각 미디어 서비스 검색)

  • Min, Young-Kun;Lee, Bog-Ju
    • The KIPS Transactions:PartB
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    • v.12B no.7 s.103
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    • pp.803-810
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    • 2005
  • Information retrieval is one of the most challenging areas in which the ontology technology is effectively used. Among them image retrieval using the image meta data and ontology is the one that can substitute the keyword-based image retrieval. In the paper, the retrieval of visual media such as the art image and photo picture is handled. It is assumed that there are more than one service providers of the visual media and also there is one central service broker that mediates the user's query. Given the user's query the first step that must be done in the service broker is to get the list of candidate service providers that fit the query. This is done by defining various ontologies such as the service ontology and matching the query against the ontology and providers. A novel matching method based on the ASN.1. The experiment shows that the method is more effective than existing tree-based and interval-based methods. Ontology merging issue is also handled that can happen when the service providers register their service into the service broker. An effective method is also proposed.

RDF Based UbiHome Architecture for Semantic Integration of Multimedia Information Source (멀티미디어 정보 의미 통합을 위한 RDF 기반 유비홈(UbiHome) 아키텍쳐)

  • Kim, Jae-Won;Choi, O-Hoon
    • Proceedings of the Korea Society for Simulation Conference
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    • 2005.11a
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    • pp.180-184
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    • 2005
  • These days, home network connects all home appliances using one of broadband convergence network, is constructed and propagated to more than 10 million house hold. Users can monitor and control statuses of home appliances using mobile terminal through homeserver. For active propagation of home network, high-quality multimedia service is very important. Specially, as digital recorder and digital camera is propagated, new paradigm that private DVDs can be shared in many household shows up. The homeserver is the main part of UbiHome, which can store much multimedia content and through which the user can search and share these contents. For searching and sharing, the metadata of contents is supposed to keep the consistency. These metadata include the description to different format such as Image, movie, and music. Therefore, we intend to provide a RDF model for effectively storing, searching and managing high-quality contents in UbiHome. In this paper, we propose to make Ontology to close semantic approach using RDF/RDF Schema for managing multimedia data in UbiHome. we propose RDF-Based Local Ontology and merging these ontology to RDF-Based Global Ontology.

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