• Title/Summary/Keyword: model semantics

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A Design on Informal Big Data Topic Extraction System Based on Spark Framework (Spark 프레임워크 기반 비정형 빅데이터 토픽 추출 시스템 설계)

  • Park, Kiejin
    • KIPS Transactions on Software and Data Engineering
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    • v.5 no.11
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    • pp.521-526
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    • 2016
  • As on-line informal text data have massive in its volume and have unstructured characteristics in nature, there are limitations in applying traditional relational data model technologies for data storage and data analysis jobs. Moreover, using dynamically generating massive social data, social user's real-time reaction analysis tasks is hard to accomplish. In the paper, to capture easily the semantics of massive and informal on-line documents with unsupervised learning mechanism, we design and implement automatic topic extraction systems according to the mass of the words that consists a document. The input data set to the proposed system are generated first, using N-gram algorithm to build multiple words to capture the meaning of the sentences precisely, and Hadoop and Spark (In-memory distributed computing framework) are adopted to run topic model. In the experiment phases, TB level input data are processed for data preprocessing and proposed topic extraction steps are applied. We conclude that the proposed system shows good performance in extracting meaningful topics in time as the intermediate results come from main memories directly instead of an HDD reading.

Search for Semantic Web Services Based on the Integrated Concept Model (통합 개념 모델에 기반한 시맨틱 웹 서비스 탐색)

  • Du, Hwa-Jun;Shin, Dong-Hoon;Lee, Kyong-Ho
    • Journal of Korea Multimedia Society
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    • v.10 no.2
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    • pp.147-169
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    • 2007
  • Semantic Web Services Discovery matches between users' requirements and the ontological description of Web Services. However, concepts of an ontology can be interpreted differently according to a point of view. Previous works are limited in interpreting concepts. Since they lack a precise scheme of describing the advertisements and requirements of services and users, respectively, and even do not support a sophisticated matching, semantic mismatches may occur. This paper presents a sophisticated method of discovering Web services. The proposed method facilitates specifying semantics precisely and flexibly based on a proposed integrated concept model. Additionally, more sophisticated discovery is supported by computing complex matchings with many-to-many relationships. Experimental results show that the proposed method performs more efficiently for various kinds of user requests, compared with previous works.

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Service-Oriented Wireless Sensor Networks Ontology for Ubiquitous Services (유비쿼터스 서비스를 위한 서비스 지향 센서 네트워크 온톨로지)

  • Kim, Jeong-Hee;Kwon, Hoon;Kim, Do-Hyeun;Kwak, Ho-Young
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.12 no.5
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    • pp.971-978
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    • 2008
  • This paper designs a service-oriented wireless sensor network ontology model which can be used as a knowledge base in future ubiquitous computing. In contrast to legacy approaches, this paper defines the new service classes (ServiceProperty, LocationProperty, and PhysicalProperty), as well as their properties and constraints that enable the service-oriented service based on service items. The service item merging between the proposed model and the legacy ontology was processed using the "equivalentClass" object property of OWL. The Protege 3.3.1 and RACER 1.9.0 inference tools were used for the validation and consistency check of the proposed ontology model, respectively, and the results of service query was applied to the newly defined property in SPARQL language without reference to the properties of legacy ontology.

Design and Implementation of an SGML Document Presentation System based on DSSSL (DSSSL에 기반한 SGML 문서 표현 시스템의 설계 및 구현)

  • Kim, Chang-Soo;Jung, Hoe-Kyung;Yun, Bo-Hyun;Kang, Hyung-Yu
    • Journal of KIISE:Computing Practices and Letters
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    • v.6 no.5
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    • pp.477-486
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    • 2000
  • This paper is for the design and implementation of SGML document presentation system to format SGML document based on DSSSL. ISO/lEC proposed DSSSL as the technological standard for formatting and transforming SGML document. This paper shows the design of this system in accordance with the model defined in DSSSL. This system, which is able to provide Korean, has parsing function of arbitrary DTDs, SGML documents and DSSSL style sheets, and contains a formatter that can manage various specifications, such as graphs, lists, pictures, as well as text. This will satisfy a user's intent for exchange of SGML documents that involve format information between different types, greatly contribute to make up SGML document processing environment.

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Multimedia Information and Authoring for Personalized Media Networks

  • Choi, Insook;Bargar, Robin
    • Journal of Multimedia Information System
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    • v.4 no.3
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    • pp.123-144
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    • 2017
  • Personalized media includes user-targeted and user-generated content (UGC) exchanged through social media and interactive applications. The increased consumption of UGC presents challenges and opportunities to multimedia information systems. We work towards modeling a deep structure for content networks. To gain insights, a hybrid practice with Media Framework (MF) is presented for network creation of personalized media, which leverages the authoring methodology with user-generated semantics. The system's vertical integration allows users to audition their personalized media networks in the context of a global system network. A navigation scheme with dynamic GUI shifts the interaction paradigm for content query and sharing. MF adopts a multimodal architecture anticipating emerging use cases and genres. To model diversification of platforms, information processing is robust across multiple technology configurations. Physical and virtual networks are integrated with distributed services and transactions, IoT, and semantic networks representing media content. MF applies spatiotemporal and semantic signal processing to differentiate action responsiveness and information responsiveness. The extension of multimedia information processing into authoring enables generating interactive and impermanent media on computationally enabled devices. The outcome of this integrated approach with presented methodologies demonstrates a paradigmatic shift of the concept of UGC as personalized media network, which is dynamical and evolvable.

An evolutionary system for the prediction of high performance concrete strength based on semantic genetic programming

  • Castelli, Mauro;Trujillo, Leonardo;Goncalves, Ivo;Popovic, Ales
    • Computers and Concrete
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    • v.19 no.6
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    • pp.651-658
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    • 2017
  • High-performance concrete, besides aggregate, cement, and water, incorporates supplementary cementitious materials, such as fly ash and blast furnace slag, and chemical admixture, such as superplasticizer. Hence, it is a highly complex material and modeling its behavior represents a difficult task. This paper presents an evolutionary system for the prediction of high performance concrete strength. The proposed framework blends a recently developed version of genetic programming with a local search method. The resulting system enables us to build a model that produces an accurate estimation of the considered parameter. Experimental results show the suitability of the proposed system for the prediction of concrete strength. The proposed method produces a lower error with respect to the state-of-the art technique. The paper provides two contributions: from the point of view of the high performance concrete strength prediction, a system able to outperform existing state-of-the-art techniques is defined; from the machine learning perspective, this case study shows that including a local searcher in the geometric semantic genetic programming system can speed up the convergence of the search process.

Design and Implementation of the Video Data Model Based on Temporal Relationship (시간 관계성을 기반으로 한 비디오 데이터 모델의 설계 및 구현)

  • 최지희;용환승
    • Journal of Korea Multimedia Society
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    • v.2 no.3
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    • pp.252-264
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    • 1999
  • The key characteristic of video data is its spatial/temporal relationships. In this paper, we propose an content based video retrieval system based on hierarchical data structure for specifying the temporal semantics of video data. In this system, video data's hierarchical structure temporal relationship, inter video object temporal relationship, and moving video object temporal relationship can be represented. We also implemented these video data's temporal relationship into an object-relational database management system using inheritance, encapsulation function overloading, etc. So more extended and richer temporal functions can be used to support a broad range of temporal queries.

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An Object Manager Interface for Object-Oriented Query Processing (객체지향 질의처리를 위한 객체관리기 인터페이스)

  • Lee, Yon-Sik;Chon, Byoung-Sil;Ryu, Keun-Ho
    • The Transactions of the Korea Information Processing Society
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    • v.2 no.1
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    • pp.1-11
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    • 1995
  • Object-oriented database systems represent the complex data model of real- world and manage the complex data. An object manager handles the manipulation and access of all objects in object-oriented database management systems. In this paper, we not only propose the design rules of an object manager interface(OMI) which is specified the calling function and the semantics of an object manager for object-oriented query processing, but also implement the OMI based on the rules. The OMI implemented supports the independently developing environment of query processing and object management modules, and can be applicable to various applications, and also provides the efficient access method to users.

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End to End Business Process Management System using ebXML and Web service

  • Choi S.W.;Hwang J.G.
    • Proceedings of the KSRS Conference
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    • 2004.10a
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    • pp.355-357
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    • 2004
  • With the introduction to ebXML and web service related standards, enterprises struggle to adapt to the rapidly evolving technology to meet the complex needs of the enterprise customer. The ability to integrate and interoperate individual services within enterprise and with other enterprise's information technology infrastructure using standard-based business processes is an important element of business process management system. For over 25 years EDI has established VAN based solution of exchanging business information in electronic form. However EDI solutions are only accessible to large organizations due to the cost factor. Moreover lack of well accepted B2B business process standards is hindering the success of promoting interoperability between organizations of any size. ebXML work is focused on defining the standard B2B business process context and its runtime semantics in order to remove these hindrances. However ebXML framework does not recommend any particular implementation model to interact with enterprise internal system. This paper propose a end to end business process management architecture by applying ebXML in the front end of the enterprise system and using BPEL to integrate front end services into related services within enterprise.

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Conceptual Modeling of STEP Product Data Model Semantics for Interoperability (STEP 제품정보모델 시맨틱스의 컨셉추얼 모델링을 통한 상호운용성 확보)

  • Seo Won-Cheol;Sin Seung-Jun;Kim Gwang-Su
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2006.05a
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    • pp.1342-1349
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    • 2006
  • 오늘날의 제품개발환경은 분산환경에 존재하는 다양한 역량을 가진 참여자들의 협업을 요구하고 있으며, 협업은 참여자들이 필요로 하는 제품개발관련 정보들의 실시간 교환을 지원할 수 있도록 제품정보 간 상호운용성 확보를 기반으로 한다. STEP으로 알려진 ISO 10303은 제품개발의 전체적인 라이프사이클에서 필요한 제품정보의 표현과 공유 및 교환을 위한 대표적인 표준이다. 하지만 STEP을 이용하기 위해서는 각 도메인이 표준인 STEP 모델에 기반하여 제품정보를 모델링 하여야 한다. 그러나 대부분의 도메인은 자신의 목적에 따라 특화된 모델을 정의하고 사용하기 때문에 도메인에 특화된 형태의 제품정보모델을 STEP 모델로 변환할 수 있는 추가적인 메커니즘이 필요하다. 즉, STEP은 참조모델보다는 모든 도메인에서 제품정보모델링을 위해 사용가능한 표준의 정의에 초점을 맞춘다. 그러므로 참조모델로서의 STEP을 기반으로 다양한 도메인 특화된 제품정보모델 간 상호운용성 확보를 지원하기 위하여 본 논문에서는 STEP 제품정보모델의 시맨틱스를 체계적으로 정의할 수 있도록 온톨로지 구축을 통한 컨셉추얼 모델링을 수행한다. 컨셉추얼 모델링은 STEP 모델에 정확하고 완전한 의미를 부여하여, 다양한 도메인 특화된 모델 사이의 상호운용성 확보를 지원하고 참조모델로서 STEP의 능력을 확장한다.

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