• 제목/요약/키워드: Knowledge framework

검색결과 1,304건 처리시간 0.025초

Next-Generation Chatbots for Adaptive Learning: A proposed Framework

  • 정하림;유주헌;한옥영
    • 인터넷정보학회논문지
    • /
    • 제24권4호
    • /
    • pp.37-45
    • /
    • 2023
  • Adaptive has gained significant attention in Education Technology (EdTech), with personalized learning experiences becoming increasingly important. Next-generation chatbots, including models like ChatGPT, are emerging in the field of education. These advanced tools show great potential for delivering personalized and adaptive learning experiences. This paper reviews previous research on adaptive learning and the role of chatbots in education. Based on this, the paper explores current and future chatbot technologies to propose a framework for using ChatGPT or similar chatbots in adaptive learning. The framework includes personalized design, targeted resources and feedback, multi-turn dialogue models, reinforcement learning, and fine-tuning. The proposed framework also considers learning attributes such as age, gender, cognitive ability, prior knowledge, pacing, level of questions, interaction strategies, and learner control. However, the proposed framework has yet to be evaluated for its usability or effectiveness in practice, and the applicability of the framework may vary depending on the specific field of study. Through proposing this framework, we hope to encourage learners to more actively leverage current technologies, and likewise, inspire educators to integrate these technologies more proactively into their curricula. Future research should evaluate the proposed framework through actual implementation and explore how it can be adapted to different domains of study to provide a more comprehensive understanding of its potential applications in adaptive learning.

조직구성원의 네트워크 위치가 지식공유에 미치는 영향 (Effects of Network Positions of Organizational Members on Knowledge Sharing)

  • 김창식;곽기영
    • 지식경영연구
    • /
    • 제16권2호
    • /
    • pp.67-89
    • /
    • 2015
  • Improving productivity of knowledge workers is an important issue in the 21st century referred as knowledge-based society. The core key word is knowledge sharing among constituents of an organization. The purpose of this study is to combine the social network position factors with attitude and behavior factors, and develop an integrated research model for the knowledge sharing among members of an organization. This study adopted the integrated theoretical framework based on social capital, self-efficacy, transactive memory, and knowledge sharing. Surveys were conducted to 42 organizational members from a department in a leading IT outsourcing company to empirically test the proposed research model. In order to validate the proposed research model, social network analysis tool, UCINET, a structural equation modeling tool, SmartPLS, were utilized. The empirical result showed that, first of all, organizational members' familiarity network position had significant influence on knowledge self-efficacy and transactive memory capability. Second, knowledge self-efficacy and transactive memory capability affected knowledge sharing intention. Third, knowledge sharing intention also had an impact on the job performance. However, organizational members' expertise network position had no significant influence on knowledge self-efficacy and transactive memory capability. This finding reveals the importance of the emotional approach rather than the rational approach in knowledge management. The theoretical and practical implications on the research findings were discussed along with limitations.

실행공동체를 위한 지식관리시스템에서의 퍼지기반 신뢰도 측정 (Fuzzy-based Trust Measurement for CoPs in Knowledge Management Systems)

  • 양근우
    • 한국정보시스템학회지:정보시스템연구
    • /
    • 제19권4호
    • /
    • pp.65-85
    • /
    • 2010
  • The importance of communities of practice(CoP) as an organizational informal unit for fostering knowledge transfer and sharing gains a lot of attention from KM researchers and practitioners. Since most of CoPs are formulated online these days, the credibility or trustworthiness of knowledge contents circulated within a certain CoP should be considered thoroughly for them to be fully utilized safely. Here comes the need for an appropriate trust measuring methodology to determine the true value of knowledge given by unknown people through an online channel. In this paper, an improved trust measuring method is proposed using new trust variables such as level of degrees derived from the relationships among community users. In addition, activeness, relevance, and usefulness of the knowledge contents themselves, which are calculated automatically using a text categorization technique, are also used for trust measurement. The proposed framework incorporates fuzzy set and calculation concepts to help build trust matrices and models, which are used to measure the level of trust involved in specific knowledge artifacts concerned.

지능형 공작기계 설계 지원 시스템 개발 (Development of Intellingent Design Support System for Machine Tools)

  • 차주헌;김종호;박면웅;박지형
    • 한국정밀공학회:학술대회논문집
    • /
    • 한국정밀공학회 1995년도 추계학술대회 논문집
    • /
    • pp.1022-1027
    • /
    • 1995
  • We present a framework of an intelligent design support system for embodiment design of machine tools which can support efficiently and systematically the machine design by utilizing design knowledge such as objects(part), know-how, public, evaluation, and procedures. The design knowledge of machining center has been accumulated through interview with design experts of machine tool companies. The processes of embodiment design of machining center are established. We also introduce a hybrid knowledge representation so that the systm can easily deal with various and complicated design knowledge. The intelligent design system is being developed on the basis of object-oriented programming, and all parts of a design object, machining center, are also classified by the object-oriented modeling. For the demonstration of effectiveness of the suggested system, a structural design system for machine tools is implemented.

  • PDF

공공부문 정보화사업평가 - 지식경영 측면의 접근 (An Evaluation of Information Systems Services in the Public Sector: Knowledge Management Approach)

  • 임준형;명성준;김재영
    • 지식경영연구
    • /
    • 제18권3호
    • /
    • pp.231-246
    • /
    • 2017
  • As an interest in the efficiency of public sector expenditures has spread across the world, Korea has operated a self-evaluation system for government projects as a part of the performance-based budget system. However, an evaluation system for public information technology project has been criticized for its lack of validity, which stems from the uniformity of performance management. This study draws insight from knowledge management literature in an attempt to address the problems with the extant performance evaluation system in public agencies. To realize benefits from IT investment, an agency needs to develop its own performance management model for information systems projects, with a focus on the interaction of IT and organizational system. The knowledge management-based framework for IT projects was verified through a case study, with which we discussed the applicability of knowledge management to the evaluation of public information systems projects.

블록 계층별 재학습을 이용한 다중 힌트정보 기반 지식전이 학습 (Multiple Hint Information-based Knowledge Transfer with Block-wise Retraining)

  • 배지훈
    • 대한임베디드공학회논문지
    • /
    • 제15권2호
    • /
    • pp.43-49
    • /
    • 2020
  • In this paper, we propose a stage-wise knowledge transfer method that uses block-wise retraining to transfer the useful knowledge of a pre-trained residual network (ResNet) in a teacher-student framework (TSF). First, multiple hint information transfer and block-wise supervised retraining of the information was alternatively performed between teacher and student ResNet models. Next, Softened output information-based knowledge transfer was additionally considered in the TSF. The results experimentally showed that the proposed method using multiple hint-based bottom-up knowledge transfer coupled with incremental block-wise retraining provided the improved student ResNet with higher accuracy than existing KD and hint-based knowledge transfer methods considered in this study.

위기극복을 위한 효과적 지식관리 전략에 관한 사례연구 (Case Study for Crisis Management by Taking Advantage of Effective Knowledge Management Strategy)

  • 이건창
    • 지식경영연구
    • /
    • 제11권4호
    • /
    • pp.79-89
    • /
    • 2010
  • Companies always competing with rivals in global market ought to cope with various kinds of crises coming from substitutes, new technologies, changing consumer tastes, and government regulations, etc. In this sense, it is highly required that companies should always remain well-prepared for crisis management. Nevertheless, many companies still lack detailed and well-guided strategies about how to handle crisis. This study proposes a case study to propose an effective crisis management by using knowledge management. Cases analyzed by this study are concerned with Daewoo International Corporation (http://www.daewoo.com) and Decoline (http://www.decoline.co.kr) where crises have been successfully overcome by using effective knowledge management strategies, and company performance reached sustainable level.

  • PDF

Digital Collaborative Network Architecture Model Supported by Knowledge Engineering in Heritage Sites

  • Marcio Crescencio;Alexandre Augusto Biz;Jose Leomar Todesco
    • Journal of Smart Tourism
    • /
    • 제4권1호
    • /
    • pp.19-29
    • /
    • 2024
  • The objective of this article is to create a model of integrated management from the framework modeling of a digital collaborative network supported by knowledge engineering to make heritage site in the Brazil more effective. It is an exploratory and qualitative research with thematic analysis as technique of data analysis from the collaborative network, digital platform, world heritage, and tourism themes. The snowballing approach was chosen, and the mapping and classification of relevant studies was developed with the use of the spreadsheet tool and the Mendeley® software. The results show that the collaborative network model oriented towards strategic objectives should be supported by a digital platform that provides a technological environment that adds functionalities and digital platform services with the integration of knowledge engineering techniques and tools, enabling the discovery and sharing of knowledge in the collaborative network.

지식 추상화 계층을 이용한 근사해 생성 (Providing Approximate Answers Using a Knowledge Abstraction Hierarchy)

  • 허순영;문개현
    • Asia pacific journal of information systems
    • /
    • 제8권1호
    • /
    • pp.43-64
    • /
    • 1998
  • Cooperative query answering is a research effort to develop a fault-tolerant and intelligent database system using the semantic knowledge base constructed from the underlying database. Such knowledge base has two aspects of usage. One is supporting the cooperative query answering process for providing both an exact answer and neighborhood information relevant to a query. The other is supporting ongoing maintenance of the knowledge base for accommodating the changes in the knowledge content and database usage purpose. Existing studies have mostly focused on the cooperative query answering process but paid little attention to the dynamic knowledge base maintenance. This paper proposes a multi-level knowledge representation framework called Knowledge Abstraction Hierarchy(KAH) that can not only support cooperative query answering but also permit dynamic knowledge maintenance, On the basis of the KAH, a knowledge abstraction database is constructed on the relational data model and accommodates diverse knowledge maintenance needs and flexibly facilitates cooperative query answering. In terms of the knowledge maintenance, database operations are discussed for the cases where either the internal contents for a given KAH change or the structures of the KAH itself change. In terms of cooperative query answering, four types of vague queries are discussed, including approximate selection, approximate join, conceptual selection, and conceptual join. A prototype system has been implemented at KAIST and is being tested with a personnel database system to demonstrate the usefulness and practicality of the knowledge abstraction database in ordinary database application systems.

  • PDF

EcoBlog: 생태학적 가상 커뮤니티 구현을 위한 4 차원 공간 프레임워크 (EcoBlog: 4d Spatial Framework for Ecological Virtual Community)

  • 임줌폰;배누리;최진원;전정윤
    • 한국HCI학회:학술대회논문집
    • /
    • 한국HCI학회 2006년도 학술대회 1부
    • /
    • pp.937-944
    • /
    • 2006
  • Although people's anxiety about the environmental problem has been getting higher, they are not provided good quality of knowledge about the environment. Based on this situation, Ecoblog can be a new type of online community to educate the public in ecological knowledge. Especially, Ecoblog can be utilized as a method of "preventive education", and it will contribute to reduce great amounts of environmental budget to restore contaminated environment to previous condition. Ecoblog also utilizes the concept of blog which user can create and append their site with chosen themes. A weblog or a blog is a non-commercial webpage regularly updated through the use of a blogging software which allows the user to "publish" kinds of amalgamations of text and graphics to the page as posts. The technology offered in Ecoblog is utilizing the concept of 4D place and game metaphor in order to provide users the sense of participation, interaction and immersion among them and the growing community. Thus, it requires applying the CAAD technology by implementing semantically well-defined building data model as a core database to create a 4D virtual community. This research focuses on defining a 4d spatial framework suitable for developing an online ecological community. Through our study, the state-of-the-art of online community has been studied at the first step. Second, the scenario of using EcoBlog described with content, visualization and navigation are defined based on the critical features derived at the first step. Finally, a 4d spatial framework composed of semantic building data model, content and rule database is constructed to propose factors that are necessary to establish an ecological virtual community. In conclusion, our framework could enhance the comprehension and interaction between users and virtual buildings in the ecological community by integrating the concept of game design, 4D CAD and semantic data model. Such framework can be applied to any online community for an educational purpose.

  • PDF