• Title/Summary/Keyword: Knowledge-based Service

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Bookmark-Based Personalized Search through Query-Level User Profile (질의어 단위 사용자 프로파일을 이용한 북마크 기반 개인화 검색 방법)

  • Kim, Hyun-Ji;Bae, Dong-Hwan;Ko, Min-Sam;Yi, Mun-Yong
    • Proceedings of the Korean Information Science Society Conference
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    • 2012.06c
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    • pp.42-44
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    • 2012
  • 본 논문에서는 개인화 검색 시 사용자의 단일 프로파일이 개인의 다양한 정보 요구를 만족시키지 못하는 문제를 개선하고자, 질의어에 따라 프로파일을 조정하는 방법을 제안한다. 특히, 제안하는 방법은 북마크 데이터로부터 질의어에 관해 사용자가 중요하게 생각하는 단어들을 추출하여 프로파일을 조정하는데 활용한다. 유명 북마크 서비스인 CiteULike의 데이터를 활용한 실험에서, 제안하는 방법이 단일 프로파일에 기반한 기존의 방법보다 더 뛰어난 개인화 검색 결과를 제공함을 확인할 수 있었다.

A Study on Ontology and Topic Modeling-based Multi-dimensional Knowledge Map Services (온톨로지와 토픽모델링 기반 다차원 연계 지식맵 서비스 연구)

  • Jeong, Hanjo
    • Journal of Intelligence and Information Systems
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    • v.21 no.4
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    • pp.79-92
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    • 2015
  • Knowledge map is widely used to represent knowledge in many domains. This paper presents a method of integrating the national R&D data and assists of users to navigate the integrated data via using a knowledge map service. The knowledge map service is built by using a lightweight ontology and a topic modeling method. The national R&D data is integrated with the research project as its center, i.e., the other R&D data such as research papers, patents, and reports are connected with the research project as its outputs. The lightweight ontology is used to represent the simple relationships between the integrated data such as project-outputs relationships, document-author relationships, and document-topic relationships. Knowledge map enables us to infer further relationships such as co-author and co-topic relationships. To extract the relationships between the integrated data, a Relational Data-to-Triples transformer is implemented. Also, a topic modeling approach is introduced to extract the document-topic relationships. A triple store is used to manage and process the ontology data while preserving the network characteristics of knowledge map service. Knowledge map can be divided into two types: one is a knowledge map used in the area of knowledge management to store, manage and process the organizations' data as knowledge, the other is a knowledge map for analyzing and representing knowledge extracted from the science & technology documents. This research focuses on the latter one. In this research, a knowledge map service is introduced for integrating the national R&D data obtained from National Digital Science Library (NDSL) and National Science & Technology Information Service (NTIS), which are two major repository and service of national R&D data servicing in Korea. A lightweight ontology is used to design and build a knowledge map. Using the lightweight ontology enables us to represent and process knowledge as a simple network and it fits in with the knowledge navigation and visualization characteristics of the knowledge map. The lightweight ontology is used to represent the entities and their relationships in the knowledge maps, and an ontology repository is created to store and process the ontology. In the ontologies, researchers are implicitly connected by the national R&D data as the author relationships and the performer relationships. A knowledge map for displaying researchers' network is created, and the researchers' network is created by the co-authoring relationships of the national R&D documents and the co-participation relationships of the national R&D projects. To sum up, a knowledge map-service system based on topic modeling and ontology is introduced for processing knowledge about the national R&D data such as research projects, papers, patent, project reports, and Global Trends Briefing (GTB) data. The system has goals 1) to integrate the national R&D data obtained from NDSL and NTIS, 2) to provide a semantic & topic based information search on the integrated data, and 3) to provide a knowledge map services based on the semantic analysis and knowledge processing. The S&T information such as research papers, research reports, patents and GTB are daily updated from NDSL, and the R&D projects information including their participants and output information are updated from the NTIS. The S&T information and the national R&D information are obtained and integrated to the integrated database. Knowledge base is constructed by transforming the relational data into triples referencing R&D ontology. In addition, a topic modeling method is employed to extract the relationships between the S&T documents and topic keyword/s representing the documents. The topic modeling approach enables us to extract the relationships and topic keyword/s based on the semantics, not based on the simple keyword/s. Lastly, we show an experiment on the construction of the integrated knowledge base using the lightweight ontology and topic modeling, and the knowledge map services created based on the knowledge base are also introduced.

A Study on a Diffusion Mechanism for the Knowledge-based Service Industry in Later-comer Countries: The Case of ASYCUDA (지식집약서비스산업의 저개발국 확산 메커니즘 연구)

  • Kim, Jun-Youn;Lim, Hyung-Kyu
    • 한국IT서비스학회:학술대회논문집
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    • 2008.11a
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    • pp.127-130
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    • 2008
  • Recently, a wide variety of research on the knowledge-based industries, which are considered a key area of social science research, has been conducted. In this light, this study examines a case of knowledge diffusion taken from the IT service field. The IT service industry has been considered difficult to diffuse due to its unique technological regimes and sophisticated market demand. In particular, the established public service systems have limited markets and encompass national characteristics, thereby making their international diffusion difficult. However, despite these limitations, the automated customs system ASYCUDA has been distributed successfully and is now operating in about 100 countries, making the case very unusual. Using various industrial innovation models, and an analysis of lead markets, with regard to ASYCUDA, this research examines patterns of technological learning activities by actors, characteristics of the lead markets, and paths of technology transfer. The findings indicate that when active technology providers attempt to streamline and standardize the technology to make it suitable for the characteristics of the initial technology application areas(lead markets), this helps to diffuse the technology to passive recipients and the surrounding nations. The findings also confirm that south-south cooperation in the acquired technologies was of considerable help in sharing knowledge among the passive technology recipients, and that the active technology providers' programmed, well-organized technology assistance was a key driving force behind technology transfer and diffusion between the surrounding nations.

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Keyword identifications on dimensions for service quality of Healthcare providers (헬스케어 서비스 리뷰를 활용한 서비스 품질 차원 별 중요 단어 파악 방안)

  • Lee, Hong Joo
    • Knowledge Management Research
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    • v.19 no.4
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    • pp.171-185
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    • 2018
  • Studies on online review have carried out analysis of the rating and topic as a whole. However, it is necessary to analyze opinions on various dimensions of service quality. This study classifies reviews of healthcare services into service quality dimensions, and proposes a method to identify words that are mainly referred to in each dimension. Service quality was based on the dimensions provided by SERVQUAL, and patient reviews have collected from NHSChoice. The 2,000 sentences sampled were classified into service quality dimension of SERVQUAL and a method of extracting important keywords from sentences by service quality dimension was suggested. The RAKE algorithm is used to extract key words from a single document and an index is considered to consider frequently used words in various documents. Since we need to identify key words in various reviews, we have considered frequency and discrimination (IDF) at the same time, rather than identifying key words based only on the RAKE score. In SERVQUAL dimension, we identified the words that patients mentioned mainly, and also identified the words that patients mainly refer to by review rating.

Evaluation of Korean Content Industry Knowledge Information Service Policy : Service Usage and Satisfaction on Video Broadcasting Area (국내 콘텐츠산업 지식정보 지원정책에 관한 연구 -방송영상분야 이용 및 만족도 평가를 중심으로-)

  • Chung, Yoon-Kyung
    • The Journal of the Korea Contents Association
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    • v.14 no.11
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    • pp.667-677
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    • 2014
  • One of the key factors in knowledge based economy is knowledge and information. Accordingly, public service policy for related knowledge and information is well equipped in Korea. However, policy has rarely been evaluated. This study analyzes usage and satisfaction of knowledge information service policy among broadcasting and video industry employees. Results shows low in usage as well as satisfaction among employees. Reliability of the service is relatively high, comparing to timeliness and usability. The fact that most respondents individually pay their efforts to collect and analyze information and knowledge means high need for them. This study recommends, instead of providing complete fixed data, to provide means to acquire knowledge, market oriented data to improve the effectiveness of the policy.

Design of Ontology based Knowledge Service for Sports Events Management System (온톨로지 기반 스포츠 이벤트 운영지원 지식서비스 시스템 설계)

  • Choi, Jae Sung;Ahn, Jae Hyun;Kim, Hyun Duk
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2015.10a
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    • pp.985-987
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    • 2015
  • In this study, we propose an ontology based knowledge service system for efficient and sustainable sports events management with information and communication technology. For delivering personalized information and knowledge which relate on sports event operation and management, we analyze the core operations and suggest structure of sport event life-cycle process. Also, we design ontology based knowledge service as proposed in this study to apply on a golf tournament event management system.

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A Study on the Web-based Integrated Environment for Design Systems (웹 기반 통합 설계 환경 구축에 관한 연구)

  • 이창근;이수홍;방건동
    • Korean Journal of Computational Design and Engineering
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    • v.7 no.2
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    • pp.110-120
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    • 2002
  • This paper presents the method that allows easy and rapid integration of legacy resources within the company and between departments. The proposed system can easily construct a distributed environment for collaborative design between departments in the companies. It supports knowledge-based integration system, which allows designers to develop product with deep knowledge about product design. For the purpose, DOME (Distributed Object-based Modeling Environment)-which has been developed through various studies-was used in this paper. To overcome its problems and insufficiency, the Web-Integrator is proposed. The Web-Integrator is very suitable for an Internet environment because it uses HTTP (Hyper Text Transfer Protocol) and XML (extensible Markup Language) as its main communication method. By supporting the remote object access via URL (Uniform Resource Locator), the implementation of the integrated system makes the Web-Integrator systematic and intuitive. All the functions and resources provided by DOME could be used with the interface that enables bi-directional communication with the DOME system. Web-Integrator provides full web-based environments for the general designers, who do not have a full design knowledge and experience, and the proposed system allows design operations to happen at any place and anytime. Also it provides XML-RPC(Remote Procedure Call) based web service framework, which allows other systems to use easily the service that the DOME system supplies regardless the location and the platform.

A Study on Developing Science Service of Science and Technology Policy (과학기술 정책의 과학화 서비스 개발에 관한 연구)

  • Shin, Mun-Bong;Chun, Seung-Su;WhangBo, Taeg-Keun
    • Journal of Information Technology Services
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    • v.11 no.1
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    • pp.83-92
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    • 2012
  • The development of science and technology oriented knowledge society accelerates the convergence between scientific theory and industrial technology and increases the complexity problem of social and economic sectors. These cause the difficulty of securing the reliability and objectivity of science and technology policy. These also are barriers of balanced evaluation between rational science and technology policy making, management, and policy coordination. In this regard, Advanced countries in science and technology develops policy support system and promotes the program of evidence-based SciSIP(Science of Science and Innovation policy) together. This paper introduces a new approach developing science service of science and technology policy utilizing business intelligence technology in Korea. Also, it proposes the integration method of policy knowledge base and component-based service supporting S&T policy decision-making process and introduces services case studies.

A Study on Pre-service Teachers' Development of Digital-based Teaching and Learning Materials of Pi (예비교사의 디지털 기반 원주율 교수학습자료 개발 사례 연구)

  • Kang, Hyangim;Choi, Eunah
    • Education of Primary School Mathematics
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    • v.26 no.1
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    • pp.65-82
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    • 2023
  • The purpose of this study is to examine how pre-service teachers' digital capabilities and content knowledge for teaching pi appear and are strengthened in the process of developing digital-based teaching and learning materials of pi, and to derive implications for pre-service teacher education. To this end, the researchers analyzed the process of two pre-service teachers developing exploratory activity materials for teaching pi using block coding of AlgeoMath program. Through the analysis results, it was confirmed that AlgeoMath' block coding activities provided an experience of expressing and expanding the digital capabilities of pre-service teachers, an opportunity to deepen the content knowledge of pi, and to recognize the problems and limitations of the digital learning environment. It was also suggested that the development of digital materials using block coding needs to be used to strengthen digital capabilities of pre-service teachers, and that the curriculum knowledge needs to be emphasized as knowledge necessary for the development of digital teaching and learning materials in pre-service teacher education.

Customizing Intelligent Recommendation System based on Compound Knowledge (복합지식 기반 개인 맞춤형 지능화 추천시스템)

  • Kim, Gui-Jung;Kim, Bong-Han;Han, Jung-Soo
    • The Journal of the Korea Contents Association
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    • v.10 no.8
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    • pp.26-31
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    • 2010
  • This research does focus on realization of customizing recommendation service that all of formal, or informal learning is accomplished at real time according to worker's current situation or business context corresponding with the individual ability and the learning progress at industry or education field. For this, we designed the customizing intelligent recommendation system based on compound knowledge that workers can listen to coaching advices at real time and to retrieve and recommend multidimensional relation easily. Also, we constructed the repository based on compound knowledge and process engine for efficient management of compound knowledge. In specific industry, expert solution or coaching service will be created using the knowledge which is accumulated in long-term.