• Title/Summary/Keyword: Ontology Inference

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Ontology-Based Process-Oriented Knowledge Map Enabling Referential Navigation between Knowledge (지식 간 상호참조적 네비게이션이 가능한 온톨로지 기반 프로세스 중심 지식지도)

  • Yoo, Kee-Dong
    • Journal of Intelligence and Information Systems
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    • v.18 no.2
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    • pp.61-83
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    • 2012
  • A knowledge map describes the network of related knowledge into the form of a diagram, and therefore underpins the structure of knowledge categorizing and archiving by defining the relationship of the referential navigation between knowledge. The referential navigation between knowledge means the relationship of cross-referencing exhibited when a piece of knowledge is utilized by a user. To understand the contents of the knowledge, a user usually requires additionally information or knowledge related with each other in the relation of cause and effect. This relation can be expanded as the effective connection between knowledge increases, and finally forms the network of knowledge. A network display of knowledge using nodes and links to arrange and to represent the relationship between concepts can provide a more complex knowledge structure than a hierarchical display. Moreover, it can facilitate a user to infer through the links shown on the network. For this reason, building a knowledge map based on the ontology technology has been emphasized to formally as well as objectively describe the knowledge and its relationships. As the necessity to build a knowledge map based on the structure of the ontology has been emphasized, not a few researches have been proposed to fulfill the needs. However, most of those researches to apply the ontology to build the knowledge map just focused on formally expressing knowledge and its relationships with other knowledge to promote the possibility of knowledge reuse. Although many types of knowledge maps based on the structure of the ontology were proposed, no researches have tried to design and implement the referential navigation-enabled knowledge map. This paper addresses a methodology to build the ontology-based knowledge map enabling the referential navigation between knowledge. The ontology-based knowledge map resulted from the proposed methodology can not only express the referential navigation between knowledge but also infer additional relationships among knowledge based on the referential relationships. The most highlighted benefits that can be delivered by applying the ontology technology to the knowledge map include; formal expression about knowledge and its relationships with others, automatic identification of the knowledge network based on the function of self-inference on the referential relationships, and automatic expansion of the knowledge-base designed to categorize and store knowledge according to the network between knowledge. To enable the referential navigation between knowledge included in the knowledge map, and therefore to form the knowledge map in the format of a network, the ontology must describe knowledge according to the relation with the process and task. A process is composed of component tasks, while a task is activated after any required knowledge is inputted. Since the relation of cause and effect between knowledge can be inherently determined by the sequence of tasks, the referential relationship between knowledge can be circuitously implemented if the knowledge is modeled to be one of input or output of each task. To describe the knowledge with respect to related process and task, the Protege-OWL, an editor that enables users to build ontologies for the Semantic Web, is used. An OWL ontology-based knowledge map includes descriptions of classes (process, task, and knowledge), properties (relationships between process and task, task and knowledge), and their instances. Given such an ontology, the OWL formal semantics specifies how to derive its logical consequences, i.e. facts not literally present in the ontology, but entailed by the semantics. Therefore a knowledge network can be automatically formulated based on the defined relationships, and the referential navigation between knowledge is enabled. To verify the validity of the proposed concepts, two real business process-oriented knowledge maps are exemplified: the knowledge map of the process of 'Business Trip Application' and 'Purchase Management'. By applying the 'DL-Query' provided by the Protege-OWL as a plug-in module, the performance of the implemented ontology-based knowledge map has been examined. Two kinds of queries to check whether the knowledge is networked with respect to the referential relations as well as the ontology-based knowledge network can infer further facts that are not literally described were tested. The test results show that not only the referential navigation between knowledge has been correctly realized, but also the additional inference has been accurately performed.

Efficient Change Detection between RDF Models Using Backward Chaining Strategy (후방향 전진 추론을 이용한 RDF 모델의 효율적인 변경 탐지)

  • Im, Dong-Hyuk;Kim, Hyoung-Joo
    • Journal of KIISE:Computing Practices and Letters
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    • v.15 no.2
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    • pp.125-133
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    • 2009
  • RDF is widely used as the ontology language for representing metadata on the semantic web. Since ontology models the real-world, ontology changes overtime. Thus, it is very important to detect and analyze changes in knowledge base system. Earlier studies on detecting changes between RDF models focused on the structural differences. Some techniques which reduce the size of the delta by considering the RDFS entailment rules have been introduced. However, inferencing with RDF models increases data size and upload time. In this paper, we propose a new change detection using RDF reasoning that only computes a small part of the implied triples using backward chaining strategy. We show that our approach efficiently detects changes through experiments with real-life RDF datasets.

An Expert Recommendation System using Ontology-based Social Network Analysis (온톨로지 기반 소설 네트워크 분석을 이용한 전문가 추천 시스템)

  • Park, Sang-Won;Choi, Eun-Jeong;Park, Min-Su;Kim, Jeong-Gyu;Seo, Eun-Seok;Park, Young-Tack
    • Journal of KIISE:Computing Practices and Letters
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    • v.15 no.5
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    • pp.390-394
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    • 2009
  • The semantic web-based social network is highly useful in a variety of areas. In this paper we make diverse analyses of the FOAF-based social network, and propose an expert recommendation system. This system presents useful method of ontology-based social network using SparQL, RDFS inference, and visualization tools. Then we apply it to real social network in order to make various analyses of centrality, small world, scale free, etc. Moreover, our system suggests method for analysis of an expert on specific field. We expect such method to be utilized in multifarious areas - marketing, group administration, knowledge management system, and so on.

A Study of the Design of Ontology-based Prescription Knowledge Management System of Oriental Medicine (온톨로지 기반 한의학 처방 지식관리시스템 설계에 관한 연구)

  • 이현실;이두영
    • Journal of the Korean Society for information Management
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    • v.20 no.1
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    • pp.341-371
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    • 2003
  • The purpose of the study is to design the ontology-based Prescription Knowledge Management System of Oriental Medicine. The study was done with the premise that the effectiveness of the system can be improved by using ontological abstractional structure based on definition of concept, attribution and relations of words related to the specific area. The system is developed with Protege-2000 by using newly developed KPML(Korean Medicine Prescription Markup Language). The results of the study provide the model of Prescription Knowledge Management System and the possibility of implementing XML-based ontology system to the semantic web environment.

A Design of Weather Ontology for Intelligent Weather Service (지능형 기상 서비스를 위한 기상 온톨로지의 설계)

  • Jung, Eui-Hyun
    • Journal of the Korea Society of Computer and Information
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    • v.13 no.4
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    • pp.185-193
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    • 2008
  • In spite of rapid development of IT-related meteorology and services, human users still ought to check the weather information manually as they did before because traditional weather information retrieval is based on pull-type and human interpretation. Furthermore, the automatic machine-driven weather information processing has been neglected for a long time although the intelligent weather information processing is expected to be very useful for personal daily life and ubiquitous computing. In this paper, we discussed a design of GRIB based ontology to enable smart weather information processing. GRIB is the general purposed and world-wildly used weather data format approved by the World Meteorological Organization. With the designed ontology and the inference system containing Jess engine, several intelligent weather applications have been implemented and tested to verify the virtue of machine-driven weather information processing.

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A Study of Ontology-based Context Modeling in the Area of u-Convention (온톨로지 기반 상황인지 모델링 연구: u-Convention을 중심으로)

  • Kim, Sung-Hyuk
    • Journal of the Korean Society for information Management
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    • v.28 no.3
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    • pp.123-139
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    • 2011
  • Context-awareness as a key technology of ubiquitous computing needs a context model that understands and processes situational information coming from diverse sensors and devices, and can be applied diversely in various domains. Semantic web based ontologies use structured standard format and express meaning of information, so it is possible to recognize effectively context-awareness situations, allowing the system to share information and understand situation by inference. In this paper, we propose a layered ontology model to support generality and scaleability of the context-awareness system, and applied the model to u-Convention domain. In addition, we propose a effective reasoning method to handle compound situation by combining OWL-DL and SWRL rules.

A Study on the Application of a CRM-based FRBR Ontology for Cultural Heritage Information: Based on the FRBRoo(object-oriented FRBR) (문화유산 자원 통합 활용을 위한 CRM 기반 FRBR 응용 온톨로지 적용에 관한 연구 - FRBRoo를 중심으로(object-oriented FRBR) -)

  • Park, Zi-Young
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.19 no.2
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    • pp.45-62
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    • 2008
  • A reference ontology for cultural heritage information, CIDOC Conceptual Reference Model (CRM), has promoted cooperation among memory institutions and FRBRoo, re-constructed version of FRBR based on CRM, was developed. In this study, the harmonized ontology version of FRBR, FRBRoo, was analysed and, as a results, the followings are suggested: empowered interoperability for information exchange and integration among cultural institutions and designing more comprehensible inference rules than original FRBR model. Moreover, the by-products of harmonization gave opportunity to recognize internal inconsistencies of the FRBR model and CRM itself and refine them.

The Definition of Context-Ontology for Context-Awareness Framework in Ubiquitous Environment (유비쿼터스 환경의 상황인식 프레임워크를 위한 컨텍스트 온톨로지 정의)

  • Lee, Ki-Chul;Kim, Jung-Hoon;Kim, Dong-Moon;Lee, Jee-Hyong
    • Journal of the Korean Institute of Intelligent Systems
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    • v.17 no.2
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    • pp.202-207
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    • 2007
  • Ontology has many merits such as high expression power and extensibility etc. and there are some suggestion on development of ubiquitous environment using ontology. For collecting and analysing the context information in ubiquitous environment, we need a context-awareness system. For these reason, some context-awareness systems have been developed using ontology, but they have insufficient representation power of context information and are independent to domain. In this paper, we define the context type to improve the extensibility of context framework, and develop the context ontology adopting the defined contort type to represent or inference various context information. We define the ontology to be easily adopted the and domain. Also, we use SWRL to represent numerical formulas and Horn-Logic expression.

Development of a National R&D Knowledge Map Using the Subject-Object Relation based on Ontology (온톨로지 기반의 주제-객체관계를 이용한 국가 R&D 지식맵 구축)

  • Yang, Myung-Seok;Kang, Nam-Kyu;Kim, Yun-Jeong;Choi, Kwang-Nam;Kim, Young-Kuk
    • Journal of the Korean Society for information Management
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    • v.29 no.4
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    • pp.123-142
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    • 2012
  • To develop an intelligent search engine to help users retrieve information effectively, various methods, such as Semantic Web, have been used, An effective retrieval method of such methods uses ontology technology. In this paper, we built National R&D ontology after analyzing National R&D Information in NTIS and then implemented National R&D Knowledge Map to represent and retrieve information of the relationship between object and subject (project, human information, organization, research result) in R&D Ontology. In the National R&D Knowledge Map, center-node is the object selected by users, node is subject, subject's sub-node is user's favorite query in National R&D ontology after analyzing the relationship between object and subject. When a user selects sub-node, the system displays the results from inference engine after making query by SPARQL in National R&D ontology.

An RDF Ontology Access Control Model based on Relational Database (관계형 데이타베이스 기반의 RDF 온톨로지 접근 제어 모델)

  • Jeong, Dong-Won
    • Journal of KIISE:Databases
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    • v.35 no.2
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    • pp.155-168
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    • 2008
  • This paper proposes a relational security model-based RDF Web ontology access control model. The Semantic Web is recognized as a next generation Web and RDF is a Web ontology description language to realize the Semantic Web. Much effort has been on the RDF and most research has been focused on the editor, storage, and inference engine. However, little attention has been given to the security issue, which is one of the most important requirements for information systems. Even though several researches on the RDF ontology security have been proposed, they have overhead to load all relevant data to memory and neglect the situation that most ontology storages are being developed based on relational database. This paper proposes a novel RDF Web ontology security model based on relational database to resolve the issues. The proposed security model provides high practicality and usability, and also we can easily make it stable owing to the stability of the relational database security model.