• 제목/요약/키워드: semantic gap

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Deep Image Annotation and Classification by Fusing Multi-Modal Semantic Topics

  • Chen, YongHeng;Zhang, Fuquan;Zuo, WanLi
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제12권1호
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    • pp.392-412
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    • 2018
  • Due to the semantic gap problem across different modalities, automatically retrieval from multimedia information still faces a main challenge. It is desirable to provide an effective joint model to bridge the gap and organize the relationships between them. In this work, we develop a deep image annotation and classification by fusing multi-modal semantic topics (DAC_mmst) model, which has the capacity for finding visual and non-visual topics by jointly modeling the image and loosely related text for deep image annotation while simultaneously learning and predicting the class label. More specifically, DAC_mmst depends on a non-parametric Bayesian model for estimating the best number of visual topics that can perfectly explain the image. To evaluate the effectiveness of our proposed algorithm, we collect a real-world dataset to conduct various experiments. The experimental results show our proposed DAC_mmst performs favorably in perplexity, image annotation and classification accuracy, comparing to several state-of-the-art methods.

시맨틱 웹 환경에서의 부분선형 제약지식표현을 위한 SWCL의 확장 (SWCL Extension for Knowledge Representation of Piecewise linear Constraints on the Semantic Web)

  • 이명진;김우주;김학진
    • 한국경영과학회지
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    • 제37권4호
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    • pp.19-35
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    • 2012
  • The Semantic Web technology, purporting to share, to reuse and to process by machines data stored in the Web environment, incessantly evolves to help human decision making; in particular, decision making based on data, or quantitative decision making. This trend drives researchers to fill the gap with strenuous efforts between the current state of the technology and the terminus of this evolution. The Semantic Web Constraint Language (SWCL) together with SWRL is one of these endeavors to achieve the goal. This paper focuses particularly on how to express the piecewise linear form in the context of SWCL. The importance of this ingredient can be fortified by the fact that any nonlinear expression can be approximated in the piecewise linear form. This paper will also provide the information of how it will work in the decision making process through an example of the Internet shopping mall problem.

A Family of Topic Constructions in Korean: A Construction-based Analysis

  • Kim, Jong-Bok
    • 한국언어정보학회지:언어와정보
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    • 제20권1호
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    • pp.1-24
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    • 2016
  • Korean is well-known for its topic-prominent properties. In this paper, we look into several subtypes of topic constructions whose grammatical complexities have received much attention in generative grammar. From a semantic/pragmatic view, topics in Korean can be classified into three different types: aboutness, contrastive, and scene-setting. Meanwhile, syntax can classify topic constructions into two types, depending on whether or not the comment clause following topic has a syntactic gap linked to the topic. In this paper, we review some key properties of these topic constructions in Korean, and suggest that each type is licensed by tight interactions between syntactic and semantic constraints. In particular, the paper tries to offer a Construction Grammar analysis where each grammatical component is interacting in non-modular ways and in which the multiple inheritance network of constructions plays an important role in capturing cross-cutting generalizations of the topic constructions.

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안전성이 요구되는 응용분야에 사용하는 프로그램 가능한 전자시스템 (A Programmable Electronic Systems Dedicated to Safety Related Applications)

  • 정순기
    • 한국정보처리학회논문지
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    • 제1권4호
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    • pp.438-451
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    • 1994
  • 프로그램 가능한 논리제어기(PLC : Programmable Logic Controller)의 활용을 위 한 낮은 복잡성과 결함탐색 기능을 갖는 컴퓨터 구조를 설계하였다. PLC의 반복적인 운영모드와 명세단계, 응용분야에 따라 표준화한 소프트웨어 기능모듈들의 상호연결 을 기본으로 하는 그래픽 프로그래밍 패러다임(paradigm)이 구조적으로 지원된다. 그러므로 설계과정에서 프로그래밍 단계와 가장 단순하면서도 엄격한 Diverse Back Translation 방법에 의해 응용소프트웨어의 안전성 인증을 가능케하는 컴퓨터 실행 (machine execution) 단계 사이의 의미상 격차(semantic gap)가 제거된다.

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Semantic Similarity-Based Contributable Task Identification for New Participating Developers

  • Kim, Jungil;Choi, Geunho;Lee, Eunjoo
    • Journal of information and communication convergence engineering
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    • 제16권4호
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    • pp.228-234
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    • 2018
  • In software development, the quality of a product often depends on whether its developers can rapidly find and contribute to the proper tasks. Currently, the word data of projects to which newcomers have previously contributed are mainly utilized to find appropriate source files in an ongoing project. However, because of the vocabulary gap between software projects, the accuracy of source file identification based on information retrieval is not guaranteed. In this paper, we propose a novel source file identification method to reduce the vocabulary gap between software projects. The proposed method employs DBPedia Spotlight to identify proper source files based on semantic similarity between source files of software projects. In an experiment based on the Spring Framework project, we evaluate the accuracy of the proposed method in the identification of contributable source files. The experimental results show that the proposed approach can achieve better accuracy than the existing method based on comparison of word vocabularies.

시맨틱 웹 기술혁신의 채택과 확산: 질적연구접근법 (The Adoption and Diffusion of Semantic Web Technology Innovation: Qualitative Research Approach)

  • 주재훈
    • Asia pacific journal of information systems
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    • 제19권1호
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    • pp.33-62
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    • 2009
  • Internet computing is a disruptive IT innovation. Semantic Web can be considered as an IT innovation because the Semantic Web technology possesses the potential to reduce information overload and enable semantic integration, using capabilities such as semantics and machine-processability. How should organizations adopt the Semantic Web? What factors affect the adoption and diffusion of Semantic Web innovation? Most studies on adoption and diffusion of innovation use empirical analysis as a quantitative research methodology in the post-implementation stage. There is criticism that the positivist requiring theoretical rigor can sacrifice relevance to practice. Rapid advances in technology require studies relevant to practice. In particular, it is realistically impossible to conduct quantitative approach for factors affecting adoption of the Semantic Web because the Semantic Web is in its infancy. However, in an early stage of introduction of the Semantic Web, it is necessary to give a model and some guidelines and for adoption and diffusion of the technology innovation to practitioners and researchers. Thus, the purpose of this study is to present a model of adoption and diffusion of the Semantic Web and to offer propositions as guidelines for successful adoption through a qualitative research method including multiple case studies and in-depth interviews. The researcher conducted interviews with 15 people based on face-to face and 2 interviews by telephone and e-mail to collect data to saturate the categories. Nine interviews including 2 telephone interviews were from nine user organizations adopting the technology innovation and the others were from three supply organizations. Semi-structured interviews were used to collect data. The interviews were recorded on digital voice recorder memory and subsequently transcribed verbatim. 196 pages of transcripts were obtained from about 12 hours interviews. Triangulation of evidence was achieved by examining each organization website and various documents, such as brochures and white papers. The researcher read the transcripts several times and underlined core words, phrases, or sentences. Then, data analysis used the procedure of open coding, in which the researcher forms initial categories of information about the phenomenon being studied by segmenting information. QSR NVivo version 8.0 was used to categorize sentences including similar concepts. 47 categories derived from interview data were grouped into 21 categories from which six factors were named. Five factors affecting adoption of the Semantic Web were identified. The first factor is demand pull including requirements for improving search and integration services of the existing systems and for creating new services. Second, environmental conduciveness, reference models, uncertainty, technology maturity, potential business value, government sponsorship programs, promising prospects for technology demand, complexity and trialability affect the adoption of the Semantic Web from the perspective of technology push. Third, absorptive capacity is an important role of the adoption. Fourth, suppler's competence includes communication with and training for users, and absorptive capacity of supply organization. Fifth, over-expectance which results in the gap between user's expectation level and perceived benefits has a negative impact on the adoption of the Semantic Web. Finally, the factor including critical mass of ontology, budget. visible effects is identified as a determinant affecting routinization and infusion. The researcher suggested a model of adoption and diffusion of the Semantic Web, representing relationships between six factors and adoption/diffusion as dependent variables. Six propositions are derived from the adoption/diffusion model to offer some guidelines to practitioners and a research model to further studies. Proposition 1 : Demand pull has an influence on the adoption of the Semantic Web. Proposition 1-1 : The stronger the degree of requirements for improving existing services, the more successfully the Semantic Web is adopted. Proposition 1-2 : The stronger the degree of requirements for new services, the more successfully the Semantic Web is adopted. Proposition 2 : Technology push has an influence on the adoption of the Semantic Web. Proposition 2-1 : From the perceptive of user organizations, the technology push forces such as environmental conduciveness, reference models, potential business value, and government sponsorship programs have a positive impact on the adoption of the Semantic Web while uncertainty and lower technology maturity have a negative impact on its adoption. Proposition 2-2 : From the perceptive of suppliers, the technology push forces such as environmental conduciveness, reference models, potential business value, government sponsorship programs, and promising prospects for technology demand have a positive impact on the adoption of the Semantic Web while uncertainty, lower technology maturity, complexity and lower trialability have a negative impact on its adoption. Proposition 3 : The absorptive capacities such as organizational formal support systems, officer's or manager's competency analyzing technology characteristics, their passion or willingness, and top management support are positively associated with successful adoption of the Semantic Web innovation from the perceptive of user organizations. Proposition 4 : Supplier's competence has a positive impact on the absorptive capacities of user organizations and technology push forces. Proposition 5 : The greater the gap of expectation between users and suppliers, the later the Semantic Web is adopted. Proposition 6 : The post-adoption activities such as budget allocation, reaching critical mass, and sharing ontology to offer sustainable services are positively associated with successful routinization and infusion of the Semantic Web innovation from the perceptive of user organizations.

의사연관피드백과 용어 가중치에 의한 문서요약 (Document Summarization using Pseudo Relevance Feedback and Term Weighting)

  • 김철원;박선
    • 한국정보통신학회논문지
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    • 제16권3호
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    • pp.533-540
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    • 2012
  • 본 논문은 의사연관피드백과 의미특징기반의 용어 가중치에 의한 문서요약 방법을 제안한다. 제안된 방법은 의사연관피드백을 이용하여 사용자의 간섭을 최소화 시키며, 의미특징으로부터 유도된 용어의 가중치는 문장집합의 내부 특징을 잘 나타나기 때문에 문서요약의 질을 향상할 수 있다. 또한 가중치가 부여된 의미특징과 확장된 질의를 이용하여서 사용자의 요구사항과 제안방법의 요약결과 사이의 의미적 차이를 감소시킨다. 실험결과 제안방법이 용어의 가중치를 부여하지 않은 방법에 비해서 좋은 성능을 보인다.

Architecture Support for Context-aware Adaptation of Rich Sensing Smartphone Applications

  • Meng, Zhaozong
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제12권1호
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    • pp.248-268
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    • 2018
  • The performance of smartphone applications are usually constrained in user interactions due to resource limitation and it promises great opportunities to improve the performance by exploring the smartphone built-in and embedded sensing techniques. However, heterogeneity in techniques, semantic gap between sensor data and usable context, and complexity of contextual situations keep the techniques from seamless integration. Relevant studies mainly focus on feasibility demonstration of emerging sensing techniques, which rarely address both general architectures and comprehensive technical solutions. Based on a proposed functional model, this investigation provides a general architecture to deal with the dynamic context for context-aware automation and decision support. In order to take advantage of the built-in sensors to improve the performance of mobile applications, an ontology-based method is employed for context modelling, linguistic variables are used for heterogeneous context presentation, and semantic distance-based rule matching is employed to customise functions to the contextual situations. A case study on mobile application authentication is conducted with smartphone built-in hardware modules. The results demonstrate the feasibility of the proposed solutions and their effectiveness in improving operational efficiency.

비디오 서버에서 온톨로지를 이용한 의미기반 장면 검색 (Semantic-based Scene Retrieval Using Ontologies for Video Server)

  • 정민영;박성한
    • 전자공학회논문지CI
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    • 제45권5호
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    • pp.32-37
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    • 2008
  • 최근 멀티미디어 정보의 양이 빠른 속도로 증가함에 따라 비디오 자료에 대한 효율적 관리는 매우 중요한 의미를 가지게 되었다. 비디오는 대용량적인 특성과 비정형적인 특성을 가지고 있어 신속하고 효율적으로 비디오 검색을 하기 위해서는 정확한 특징 정보를 추출하여 비디오 색인 구조를 구축해야 한다. 비디오 색인 구조는 전통의 데이터베이스와는 다른 모델링 방법과 검색 방법을 사용한다. 따라서 비디오 색인 구조에서 검색의 속도와 정확도를 향상시키기 위해서는 새로운 비디오 색인 구조가 필요하다. 본 논문에서는 의미적으로 비디오를 장면단위로 검색할 수 있는 비디오 온톨로지 시스템을 제안한다. 비디오 온톨로지 시스템은 장면의 내용에 대한 키워드를 구조화 시킨 장면이름 온톨로지와 장면이 가지는 특징 정보에 대한 정보를 가지는 장면 모델 온톨로지로 구성된다. 장면 이름 온톨로지는 색인된 내용에 대한 의미적 검색이 가능하도록 단어들을 트리구조로 저장된다. 그리고 장면 모델 온톨로지는 색상, 모양, 재질과 같은 저수준 정보와 객체, 이벤트 같은 고수준 정보의 의미적 차이를 극복해 줌으로써 의미기반 검색이 가능하게 해준다.

코미디언 김희갑, 구봉서, 서영춘의 웃음 의미작용 분석 : 1960년대 후반기 한국 코미디영화를 중심으로 (An Analysis of the Meaning of Laughter by Comedians Hee-Gap Kim, Bong-Seo Koo and Young-Chun Seo : focusing on Korean Comedy Movies in the late 1960s)

  • 서곡숙
    • 한국엔터테인먼트산업학회논문지
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    • 제15권8호
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    • pp.75-89
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    • 2021
  • 본고에서 코미디언 김희갑, 구봉서, 서영춘을 중심으로 1960년대 후반기 코미디영화에 나타나는 웃음의 의미작용을 분석한 결과는 다음과 같다. 첫째, 코미디언의 내러티브적 웃음은 기성세대/청년세대의 세대 갈등, 하층계급/상층계급의 계층 갈등, 남성/여성의 젠더 갈등과 현실의 좌절을 나타낸다. 둘째, 코미디언의 웃음 창출 기제는 보수적인 기성세대에 대한 조롱, 부도덕한 상층계급에 대한 폭로, 좌절하는 하층계급에 대한 희화화를 보여준다. 셋째, 코미디언 웃음의 실천적 양상은 전통/근대의 균열, 경제적 불평등의 간극, 금지된 욕망의 표출을 드러낸다. 그래서 코미디언 김희갑, 구봉서, 서영춘은 비공식문화의 폐쇄적 개방, 캐릭터/퍼포머의 충돌을 통해 내부/외부의 경계자와 낙관적 세계관이라는 웃음의 의미작용을 보여준다.