• Title/Summary/Keyword: Semantic Complexity

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A Study on the Factors Influencing Semantic Relation in Building a Structured Glossary (구조적 학술용어사전 데이터베이스 구축에 있어서 용어의 의미관계 형성에 영향을 미치는 요인에 관한 연구)

  • Kwon, Sun-Young
    • Journal of the Korean Society for Library and Information Science
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    • v.48 no.2
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    • pp.353-378
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    • 2014
  • The purpose of this study is to find factors to affect on the formation of semantic relation from terminology and what is to be affected by these factors to build the database scheme of terminology dictionary by a structural definition. In this research, 826,905 keywords of 88,874 social science articles and 985,580 keywords of 125,046 humanities science articles in the KCI journals from 2007 to 2011 were collected. From collected data, subject complexity, structural hole, term frequency, occurrence pattern and an effect between the number of nodes and the number of patterns which were derived from the semantic relation of linked terms of established 'STNet' System were analyzed. The summarized results from analyzed data and network patterns are as follows. Betweenness Centrality, term frequency, and effective size affect the numbers of semantic relation node. Among these factors, betweenness centrality was the most effective and effective size. But term frequency was the least effective. Betweenness Centrality, term frequency, and effective size affect the numbers of semantic relation type. Term frequency is the most effective. Therefore, when building a terminology dictionary, factors of betweenness centrality, term frequency, effective size, and complexity of subject are needed to select term. As a result, these factors can be expected to improve the quality of terminology dictionary.

An Comparative Study of Articulation on Science Textbook Concepts and Extracted Concepts in Learning Objectives Using Semantic Network Analysis - Focus on Life Science Domain - (언어 네트워크 분석을 이용한 초등학교 과학 교과서 개념과 성취 기준 추출 개념의 연계성 비교 연구 - 생명과학 영역을 중심으로 -)

  • Kim, Youngshin;Kwon, Hyoung-Suk
    • Journal of Korean Elementary Science Education
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    • v.35 no.3
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    • pp.377-387
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    • 2016
  • Whether textbooks faithfully reflect the curriculum contents is an important educational issue. The previous studies on the textbooks did not analyze the relationship described in the textbooks or the structure. In this regard, this study aims to analyze how the concept of life science area in the elementary school science textbooks developed on the basis of the 2009 revised curriculum is linked. In addition, it seeks to analyze how the concept presented in the learning content achievement standards of the curriculum is connected to other concepts. Towards this end, the conceptual linkage of eight units in the life science domain of elementary school science textbooks based on the 2009 revised curriculum was analyzed. The contents of the life science domain in the science textbooks were analyzed through a semantic network analysis, and the semantic network on the concept linked to the one described in curriculum's learning objectives was also analyzed. The results are as follows: 1) It will be difficult for students to understand the concept due to the complexity of the semantic network resulting from a number of concepts. 2) The curriculum's learning objectives presented in the curriculum are not faithfully reflected in the textbooks. 3) The textbooks are described on the basis of specific curriculum's learning objectives. Based on the findings of this study, the number of concepts described in the elementary school science textbooks needs to be significantly reduced so that the concepts can be meaningfully linked to each other.

A Study on Interworking of Intelligent IoT Semantic Information Using IoT-Lite Ontology (IoT-Lite 온톨로지를 활용한 지능형 사물인터넷 시맨틱 정보연동에 관한 연구)

  • Park, Jong Sub;Hong, June Seok;Kim, Wooju
    • Journal of Information Technology Services
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    • v.16 no.2
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    • pp.111-127
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    • 2017
  • Computing Performance, sensor, storage, memory, and network costs have been steadily declining, and IoT services have recently become more active. The Internet of Things is linked with Big Data to create new business, and public institutions and corporations are hurry to import Internet of things. As the importance of the Internet of things has increased, the number of devices supporting the IoT has rapidly increased. With the development of the Internet of Things, various types of Internet services are being developed. For this reason, there is an increasing demand for IoT service designers and developers for IoT service case automatic search technology. IoT service designers can avoid duplication with existing services through service case retrieval and developers can save cost and time by combining existing reusable service equipment. This paper proposes IoT-Lite ontology for IoT and Semantic Web service to solve the above-mentioned problems. The existing ontologies for IoT, despite its many advantages, are not widely used by developers because it has not overcome the relatively slow drawbacks of increasing complexity and searching for development. To complement this, this study uses the IoT-Lite ontology introduced by W3C as a model and a semantic web service for automatic system retrieval. 3D camera, GPS, and 9-axis sensor, and IoT-Lite designed by IoT-Lite technique are integrated with the semantic technique and implemented directly.

Phrase-Chunk Level Hierarchical Attention Networks for Arabic Sentiment Analysis

  • Abdelmawgoud M. Meabed;Sherif Mahdy Abdou;Mervat Hassan Gheith
    • International Journal of Computer Science & Network Security
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    • v.23 no.9
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    • pp.120-128
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    • 2023
  • In this work, we have presented ATSA, a hierarchical attention deep learning model for Arabic sentiment analysis. ATSA was proposed by addressing several challenges and limitations that arise when applying the classical models to perform opinion mining in Arabic. Arabic-specific challenges including the morphological complexity and language sparsity were addressed by modeling semantic composition at the Arabic morphological analysis after performing tokenization. ATSA proposed to perform phrase-chunks sentiment embedding to provide a broader set of features that cover syntactic, semantic, and sentiment information. We used phrase structure parser to generate syntactic parse trees that are used as a reference for ATSA. This allowed modeling semantic and sentiment composition following the natural order in which words and phrase-chunks are combined in a sentence. The proposed model was evaluated on three Arabic corpora that correspond to different genres (newswire, online comments, and tweets) and different writing styles (MSA and dialectal Arabic). Experiments showed that each of the proposed contributions in ATSA was able to achieve significant improvement. The combination of all contributions, which makes up for the complete ATSA model, was able to improve the classification accuracy by 3% and 2% on Tweets and Hotel reviews datasets, respectively, compared to the existing models.

Design and Implementation of a Concept Map Assessment System Using the Semantic Web Technologies (시멘틱 웹 기술을 이용한 개념도 평가 시스템의 설계 및 구현)

  • Park, Ung-Kyu
    • Journal of the Korea Society of Computer and Information
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    • v.14 no.6
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    • pp.99-106
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    • 2009
  • Over recent decades, concept mapping has been used as a valuable Learning and Teaching tool. A number of studies have shown a positive impact on student learning. One of the disadvantages of this technique has been that assessing them or providing feedback to students is time consuming. We aim here to introduce ways of reducing the complexity of using concept map techniques in online activities. Several types of scoring methods for the concept map based assessment have been developed. In this paper, we describe the development of an automatic assessment system that implements those techniques. We contribute a design that uses semantic web technologies for both the management and the scoring of the concept maps.

Factors Influencing ESL Learners' Use of English Phrasal Verbs

  • Yook, Cheongmin
    • English Language & Literature Teaching
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    • v.17 no.4
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    • pp.273-291
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    • 2011
  • This study investigates factors that influence ESL learners' use/avoidance of English phrasal verbs. It especially focuses on two factors, topic difference and group membership. For the purpose, 60 ESL students who took the University English Proficiency Test (UEPT) were selected, and the 60 essays they wrote for the UEPT were analyzed. All the students were with non-Germanic first language backgrounds. Among the 60 essays, 30 essays were selected from the essays written for the International Students UEPT (IS UEPT), which was required of all new international students. Another 30 essays were selected from the essays written for the Regents' UEPT, which was required of all non-native English speaking undergraduate students as a graduation requirement. Results indicate that the length of residency in the U.S. and/or academic status and semantic complexities of English phrasal verbs but not topic difference nor English proficiency affected the use of English phrasal verbs. The study ends with a discussion of pedagogical implications of the findings.

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Representation of Process Plant Equipment Using Ontology and ISO 15926 (온톨로지와 ISO 15926을 이용한 공정 플랜트 기자재의 표현)

  • Mun, Du-Hwan;Kim, Byung-Chul;Han, Soon-Hung
    • Korean Journal of Computational Design and Engineering
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    • v.14 no.1
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    • pp.1-9
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    • 2009
  • ISO 15926 is an international standard for the representation of process plant lifecycle data. However, it is not easy to implement the part 2-data model and the part 4-initial reference data because of their complexity in terms of data structure and shortages of related development toolkits. To overcome this problem, ISO 15926-7(part 7) is under development. ISO 15926-7 specifies implementation methods for sharing and exchange of process plant lifecycle data, which is based on semantic web technologies such as OWL, Web Services, and SPARQL. For the application of ISO 15926-7, this paper discusses how to represent technical specifications of process plant equipment by defining user-defined reference data and object information model with an example of reactor coolant pumps located in the reactor coolant system of an APR 1400 nuclear power plant.

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

  • Jeong, Sun-Gi;Wolfgang A. Halang;Coen Bron
    • The Transactions of the Korea Information Processing Society
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    • v.1 no.4
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    • pp.438-451
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    • 1994
  • A low complexity, fault detecting computer architecture for utilisation in programmable logic controllers is designed. The cyclic operating mode of PLCs and a specification level, graphical programming paradigm based on the interconnection of application oriented standard software function modules are architecturally supported. Thus, by design, there is no semantic gap between the programming and machine execution levels enabling the safety licensing of application software by an extremely simple, but rigorous method, viz, diverse back translation.

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Value Complexity of Virtual Communities and Information Security in the Postmodern World: Semantic Focus and Language Innovations

  • Khrypko, Svitlana;ALEKSANDROVA, Olena;Stoliarchuk, lesia;Ishchuk, Olena;OBLOVA, Liudmyla;Pavlovska, Olena;Andrii, Bezuhlyi
    • International Journal of Computer Science & Network Security
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    • v.21 no.12spc
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    • pp.712-718
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    • 2021
  • Virtual communities are studied to analyze their characteristic features, types, and tole to modern society. The article is aimed at creating a classification of virtual communities according to specific characteristics, which can be used to model the interaction, and necessity of components that are important for the community. The classification of virtual communities will contribute to their better performance and satisfy the users' needs in information. The study reveals the value structure of virtual communities, educational and communicative influence, and the possible threats these communities may bring to society and security.

Verifying Ontology Increments through Domain and Schema Independent Verbalization

  • Vidanage, Kaneeka;Noor, Noor Maizura Mohamad;Mohemad, Rosmayati;Bakar, Zuriana Aby
    • International Journal of Computer Science & Network Security
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    • v.21 no.1
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    • pp.34-39
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    • 2021
  • Collaborative ontology construction is the latest trend in developing ontologies. In this technique domain specialists and ontologists need to work together. Because of the complexity associated with ontology construction, it's done in an iterative and incremental fashion. After each iteration, an ontology increment will be produced. Current ontology increment is always an enhanced version of the previous increment. Each ontology increment has to be verified for its accuracy. Domain specialists' contribution is very significant in accomplishing this necessity. Unfortunately, non-computing domain specialists (i.e. medical doctors, bankers, lawyers) are illiterate on semantic concepts. Therefore, validating the accuracy of the ontology increment is a complex hurdle for them. This research proposes verbalization approach to address this complexity.