• 제목/요약/키워드: Knowledge Change Model

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감성분석을 이용한 뉴스정보와 딥러닝 기반의 암호화폐 수익률 변동 예측을 위한 통합모형 (An Integrated Model for Predicting Changes in Cryptocurrency Return Based on News Sentiment Analysis and Deep Learning)

  • 김은미
    • 지식경영연구
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    • 제22권2호
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    • pp.19-32
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    • 2021
  • 암호화폐 중 대표적인 비트코인은 전 세계적으로 많은 관심을 받고 있으며 비트코인의 가격은 등·하락을 거듭하며 높은 변동성을 보이고 있다. 높은 변동성은 투자자들에게 위험 요인으로 작용하며 무분별한 투자로 인한 사회적 문제를 야기시킨다. 비트코인의 가격은 세계의 환경변화에 영향을 받으며 신속하게 반응하기 때문에 실시간으로 다양한 정보를 제공하는 뉴스 정보는 비트코인 가격의 변동성 예측에 유용한 정보를 제공한다. 즉, 긍정적인 뉴스는 투자심리를 자극할 것이며 반대로 부정적인 뉴스는 투자심리를 위축시킬 것이다. 따라서 본 연구에서는 비트코인의 수익률 변동을 예측하기 위해 뉴스의 감성정보와 딥러닝을 적용하였다. 로짓, 인공신경망, SVM, LSTM을 적용하여 단일 예측모형을 구축하였으며 예측성과를 향상시키기 위한 방법으로 통합모형을 제안하였다. 과거의 가격정보를 기반으로 구축한 예측모형과 뉴스의 감성정보를 반영한 예측모형의 성과를 비교한 결과 뉴스의 감성정보를 반영한 예측모형의 성과가 우수하게 나타났으며 통합모형의 성과가 가장 우수한 것으로 나타났다. 본 연구는 비트코인 수익률 변동에 대한 예측모형을 통해 무분별한 투자를 예방하고 투자자들의 현명한 투자가 이루어질 수 있도록 유용한 정보를 제공할 수 있을 것이다.

군 원격교육체계를 위한 SOA기반 동영상서비스 플랫폼모델 설계 (SOA-based Video Service Platform Model Design for Military e-Learning Service)

  • 김경록;문남미
    • 전자공학회논문지CI
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    • 제48권5호
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    • pp.24-32
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    • 2011
  • 국방 분야와 정보기술의 융합 가속화에 따라 군 원격교육체계에서도 혁신적 변화가 요구되고 있다. 즉, 네트워크중심 지식정보화로 발전하기 위해 표준, 상호운용성 등을 바탕으로 통합의 필요성이 증가하고 있다. 이에 본 연구에서는, SOA 기반에서 동영상콘텐츠 서비스에 대한 운영모델과 운영시스템을 도출하여 군 원격교육체계에 대한 통합 혁신 발전 방향을 제시하고자 한다. SOA가 지닌 서비스 중심으로 프로세스 단위의 통합과 확장이 용이한 점을 이용하여, 동영상 서비스 플랫폼 구조를 정의하고, Imprimatur 모델을 바탕으로 서비스 체계를 도출한다. 이를 바탕으로, 운영모델에서는 동영상콘텐츠 서비스를 위해 생산모델, 중개모델, 소비모델에 따른 각 단계별 액터들의 역할을 정의하고, 운영시스템에서는, 운영모델을 바탕으로 동영상콘텐츠 서비스를 위해 필요한 기능을 제어하고 처리할 수 있도록 기능과 데이터를 정의한다.

창조도시 볼로냐의 쇠퇴공장지역 재생 현지사례연구 (Field Case Study on Regeneration of Decaying Ex-factory area in a Creative City 「Bologna」)

  • 이연숙;윤혜경;소갑수
    • KIEAE Journal
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    • 제8권3호
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    • pp.51-59
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    • 2008
  • response to the global city. It was developed to cope with the decline of the manufacturing industry, a rise in unemployment and a welfare state system in danger. In cities of the concept, there has been much change in existing urban space and accordingly wisdoms and knowledge has been accumulated. The purpose of this research is to scrutinize urban spatial modification of a regenerated model city "Bologna". The target area of analysis was a ex-factory ailing district. Field site visit, deep interview with professionals and citizens, walk through observation, and historial literature review on the site were employed. As results, its history, retrofit process and current change were systematically described. The results showed ways of thinking, attitude toward historic preservation, technology, and creativity of using existing buildings for contemporary functions. This has a significant implication on Korean urban development which mostly, has ignored the existing value of community and buildings.

유비쿼터스 컴퓨팅 기술을 적용한 차세대형 의사결정지원시스템 (Applying Ubiquitous Computing Technology to Proactive and Personalized Decision Support System)

  • 권오병;유기동;서의호
    • Asia pacific journal of information systems
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    • 제15권2호
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    • pp.195-218
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    • 2005
  • The emergence of ubiquitous computing environment will change the service architecture of business information systems such as Decision Support System(DSS), which will be a new application. Recent mobile DSSs allow the decision makers to be benefited from web and mobile technology. However, they seldom refer to context data, which are useful for proactive decision support. Meanwhile, ubiquitous applications so far provide restricted personalization service using context and preference of the user, that is, they do not fully make use of decision making capabilities. Hence, this paper aims to describe how the decision making capability and context-aware computing are jointly used to establish ubiquitous applications. To do so, an amended DSS paradigm: CKDDM(Context-Knowledge-Dialogue-Data-Model) is proposed in this paper. What will be considered for the future decision support systems when we regard ubiquitous computing technology as an inevitable impact that enforces the change of the way of making decisions are described. Under the CKDDM paradigm, a framework of ubiquitous decision support systems(ubiDSS) is addressed with the description of the subsystems within. To show the feasibility of ubiDSS, a prototype system, CAMA-myOpt(Context-Aware Multi Agent System-My Optimization) has been implemented as an illustrative example system.

Organizational Behavior of Established Firms to a Disruptive Innovation : The Case of NEC's Behavior in the Japanese Laptop Computer Industry

  • Wi Jong-Hyun
    • 기술혁신연구
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    • 제14권2호
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    • pp.29-48
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    • 2006
  • This paper analyzes organizational behavior of an established firm when disruptive innovation, a change in product architecture, occurs on a previous product. For the analysis, the paper analyzes and compares the behavior of an established fm through product trajectories between NEC (an established firm) and Toshiba (a new entrance) in the Japanese laptop computers industry. An established firm that has developed and produced a previous product is difficult in adapting to a disruptive innovation due to accumulated immense knowledge through a previous product. By using regression model in the product trajectory analysis, the paper analyzes the behavior of established firms. Product trajectory means a pattern of product strategy shown in a series of products. Two facts found in the paper are as follows. First, though NEC was able to develop a laptop computer at the same time with Toshiba, it was restricted by the resources of a previous product in the early stage. Second, possibility of teaming trap in the adapting process was found. The paper found the risk that too much commitment in one evolution stage would prohibit the adapting behavior in the next evolution stage.

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건강행동 변화를 위한 보건 커뮤니케이션 전략 개발: 금연을 위한 생태학적 접근전략의 적용 (Development of Health Communication Strategies for Health Behavior Change: Application of Social Ecological Models to Smoking Cessation Intervention)

  • 김혜경
    • 보건교육건강증진학회지
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    • 제27권4호
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    • pp.177-188
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    • 2010
  • Objectives: The aim of this study was to examine factors related to smoking behavior, and to develop multilevel communication strategies for smoking cessation. Methods: This paper reviewed theories and empirical findings with currents ecological models to develop communication strategies. Theory comparison was also performed to identify important mediators in the process of smoking cessation. Results: Factors that have been identified to influence smoking behavior ranges from individual perception, attitudes and self efficacy toward smoking to organizational norms, regulations, community capacity, media advocacy and public smoking regulation policy. In order to address these multi-level determinants of smoking behavior, objectives and strategies for smoking cessation intervention were developed utilizing ecological perspectives to cover intrapersonal, interpersonal(mainly family member and peers), organizational and community/public policy level factors. Conclusion: Multilevel approaches have advanced the existing knowledge on determinants of health behaviors. New direction of research focusing on testing multilevel intervention approaches should be expanded to inform the efficacy of applying social ecological models to health behavior change process.

이용자 참여형 시맨틱 디지털도서관 아키텍처 설계 (Designing an Architecture for Social Semantic Digital Libraries(SSDL))

  • 오삼균;원선민
    • 한국비블리아학회지
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    • 제18권2호
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    • pp.229-251
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    • 2007
  • 정보기술 환경의 변화는 디지털 도서관에 혁신적인 변화를 촉구하고 있다. 본 연구는 온톨로지 시스템으로 구성되어 이용자 참여 협업을 적극 지원하는 디지털 도서관을 Social Semantic Digital Library(이하 SSDL)로 정의하고, 이러한 디지털 도서관에 요구되는 핵심사항과 아키텍처 모델을 제시하였다. SSDL은 메타데이터와 온톨로지를 기반으로 의미기반 정보처리를 지원함과 동시에 이용자의 참여를 통해 정보와 지식을 재생산하는 혁신적인 체제이다. 본 연구에서는 5개의 수평 계층과 2개의 수직요소로 구성되는 새로운 SSDL 모델을 제시하였다.

산학 기술 협력 참여기업의 참여목적, 참여프로그램, 만족도 평가 (A Study on Evaluation of Purpose, Program and Satisfaction for Participating Company for Industry-University Technology Cooperation)

  • 이상천;배성문;박종훈
    • 산업경영시스템학회지
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    • 제39권4호
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    • pp.40-48
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    • 2016
  • The engineering knowledge and technology is core driving forces of continuous growth in knowledge based society. Companies, the government, and universities are the subjects of an innovation and the cooperation between them is very important. Nowadays, the main purpose of industry-university cooperation moves to train experts and develop a new product. A shift of the paradigm came from the change of recognition that the final consumers of the program are companies and the universities are supporters of the program. In this paper, we investigate the purpose, participation and satisfaction of companies to industry-academy technology cooperation through empirical studies. The need to expert training, product development and process development makes companies participate industry-academy technology cooperation and companies have different purpose of participation by the business type. Companies often feel that expert training, subsidiary purpose of industry-academy technology cooperation, is more important than product development or process development. This result is caused by the real world environment of small and mid-size companies, lacking of technology experts. The participation of companies to each technology cooperation program (technology transfer, joint technology development, consigned technology development, technology consulting, co-op. lab.) is also different by business type. The companies' satisfaction with the purpose of process development is relatively higher than that with the purpose of product development and companies show also different satisfaction value by business type and participating program. The results of this study can give a contribution to the design of demand oriented industry-academy technology cooperation model.

컨텐츠 및 모델의 효과적 관리를 위한 메타-지식 생성 메커니즘 연구 (A Study on Production Mechanism of Meta-Knowledge for Effectively Managing Contents and Models)

  • 김철수
    • 정보처리학회논문지B
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    • 제8B권5호
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    • pp.441-446
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    • 2001
  • 글로벌 네트워크 시대에는 전세계적으로 흩어져 있는 수많은 컨텐츠가 실시간으로 위한 생활의 스며들 것이며 그로 인해 많은 변화를 줄 것이다. 아울러 컨텐츠 및 다양한 모델 제공 업체들의 환경은 급속하게 변화 할 것이다. 인터넷이나 무선 인터넷으로 컨텐츠나 모델들을 적시에 활용할 수 있는 점은 기업측면에서 의사결정 프로세스를 변화시키며, 공급체인 상에서 많은 기업들이 자신들의 의사결정에 필요로 하는 정보나 모델을 짧은 시간에 탄력적으로 제공 받을 수 있어서 기업이 환경변화에 대한 높은 대응력을 갖출수 있게 한다. 이 논문은 컨텐츠와 모델을 필요로 하는 기업들에게 효과적이면서 효율적으로 제공하기 위한 메타지식의 생성 메커니즘을 제안하는 것이다. 그리고 본 논문에서 제안한 메커니즘을 통해서 실험결과를 얻었으며, 그 결과를 가지고 이 논문에서 제시한 탄력적인 컨텐츠나 모델 제공 이론이 인터넷이나 모바일 네트워크에서 요약된 모델 제공과 트래픽 감소 측면에서 매우 우수함을 보이고 있다.

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초등학교 5학년 학생들의 자연 환경 보존에 대한 인식 (Awareness of the Fifth Grade Students about the Natural Environment Preservation)

  • 심왕근;문병찬
    • 한국환경교육학회지:환경교육
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    • 제22권1호
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    • pp.83-96
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    • 2009
  • This paper is intended to investigate the awareness of the elementary school students about the natural environment preservation. For this purpose, 21 elementary school students from the 5th grade of elementary school located in Gwangju city were selected. Especially, we focused on the students' conceptions related to 1) the environments, 2) the safe national land development activity to face several natural disasters and 3) the environmental preservation with the national land development. To evaluate the change of students' conceptions for the national land development, the students were also participated in establishing the plan of the national land development using the model of the natural environment after learning in detail about the natural environments. The results of this study showed that most of the students recognized the concept of the environments as a simple knowledge itself and pollution rather than the protection of environment. In the course of the safe national land development activity to face several natural disasters, the students expressed standardized answer indicating the knowledge based thinking of the environments. According to the results of the environmental preservation with the national land development and the hypothetical project of the national land development, the students did not have enough knowledge for the natural environment preservation although they had understanding of natural disasters and environmental preservation. Therefore, it is necessary to stress affirmative concept for the environment related to the preservation of natural environment. Also we need to develop the syllabus, which is related to the environmental studies, in the elementary educational program leading students to participate in the environmental preservation with the national land development reasonably and practically.

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