• 제목/요약/키워드: Intelligent Personalized System

검색결과 171건 처리시간 0.022초

개인 맞춤형 수학 학습을 위한 인공지능 교육시스템의 기능과 적용 사례 분석 (Analysis of functions and applications of intelligent tutoring system for personalized adaptive learning in mathematics)

  • 성지현
    • 한국수학교육학회지시리즈A:수학교육
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    • 제62권3호
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    • pp.303-326
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    • 2023
  • 수학은 계통성이 강한 학문으로 이전 단계에서의 학습 결손이 다음 학습에 큰 영향을 주기 때문에 학생들의 학습이 잘 이루어졌는지 수시로 확인하고, 즉각적으로 피드백을 제공해 주는 것이 필요하며, 이를 위해 수학교육에서 인공지능 교육시스템(ITS)을 활용할 수 있다. 이에 본 연구에서는 개인 맞춤형 수학 학습을 실행하기 위해 적용될 수 있는 인공지능 교육시스템의 기능이 무엇인지 살펴보고, 이를 실제로 적용해 본 결과를 분석하여 인공지능 교육시스템을 활용한 개인 맞춤형 수학 학습의 효과성을 구체적으로 살펴보는 것을 목적으로 하였다. 이를 위해 개인 맞춤형 학습과 수학교육에서 인공지능이 활용된 선행연구 내용을 분석하여 개인 맞춤형 수학 학습을 위한 인공지능 교육시스템의 기능을 추출하고, 이것을 반영한 학습 및 수업을 설계하여 초등학교 5학년 학생들에게 약 3개월 간 적용해 본 결과를 분석하였다. 그 결과, 개인 맞춤형 수학 학습을 위해 활용될 수 있는 인공지능 교육시스템의 기능은 크게 진단 및 평가, 분석 및 예측, 피드백 및 콘텐츠 제공으로 나눌 수 있었다. 또한 이러한 기능을 반영한 학습 설계를 초등학생들에게 적용한 결과, 개인 맞춤형 수학 학습에 인공지능 교육시스템이 어떻게 효과적으로 활용될 수 있는지에 대한 시사점을 얻었다. 그리고 앞으로 인공지능 교육시스템을 활용한 개인 맞춤형 수학 학습이 더욱 효과적으로 이루어질 수 있기 위해 더 정교한 기술과 자료 개발이 필요하다는 점을 제언하였다.

개인 맞춤형 미디어 서비스 기반 지능형 IP 스트리밍 모듈 설계 및 구현 (Design and Implementation of Intelligent IP Streaming Module Based on Personalized Media Service)

  • 박성주;양창모
    • 대한임베디드공학회논문지
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    • 제4권2호
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    • pp.79-83
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    • 2009
  • Streaming Technology can support the real-time playback without downloading and storing multimedia data in local HDD. So, client browser or plug-in can represent multimedia data before the end of file transmission using streaming technology. Recently, the demand for efficient real-time playback and transmission of large amounts of multimedia data is growing rapidly. But most users' connections over network are not fast and stable enough to download large chunks of multimedia data. In this paper, we propose an intelligent IP streaming system based on personalized media service. The proposed IP streaming system enables users to get an intelligent recommendation of multimedia contents based on the user preference information stored on the streaming server or the home media server. The supposed intelligent IP streaming system consists of Server Metadata Agent, Pumping Server, Contents Storage Server, Client Metadata Agent and Streaming Player. And in order to implement the personalized media service, the user information, user preference information and client device information are managed under database concept. Moreover, users are assured of seamless access of streamed content event if they switch to another client device by implementing streaming system based on user identification and device information. We evaluate our approach with manufacturing home server system and simulation results.

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협상 모바일 멀티에이전트 기반-개인 디지털 도서관 서비스 시스템 구축 (Implementation of Personalized Digital Library Service based on Negotiatory Mobile Multi-Agent System)

  • 이성재;조영임;김유신
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 2003년도 춘계 학술대회 학술발표 논문집
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    • pp.202-205
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    • 2003
  • 본 논문은 모바일 멀티 에이전트프레임워크를 이용한 분산환경에서의 개인 디지털 도서관 서비스(PLS) 시스템을 제안하였다. 기존의 에이전트 프레임워크와 차별적으로 모바일 시스템과 분산 처리 시스템을 조합한 시스템을 사용하였으며 멀티 에이전트간 협상 알고리즘과 스케줄링 방법을 개발함으로써 프레임워크가 효율적으로 동작하도록 하였다.

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시맨틱 웹 기반의 개인화 지능형 문화관광 서비스 시스템 (A System of Personalized and Intelligent Tourism Content Service Based on Semantic Web)

  • 주재훈
    • 한국정보시스템학회지:정보시스템연구
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    • 제18권3호
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    • pp.211-229
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    • 2009
  • Recently, trends of information technology development include offerings of service for personalization, intelligence, and convergence. The research suggested a new tour system that tourists can make their tour packages by applying Semantic Web technology. The system includes ontologies and inference rules for offering intelligent and personalized service. Our system called MYT (Make Your Tour-package) was successfully demonstrated by employing realistic scenarios. Current version of the MYT system needs manager's intervention to link and integrate automatically ontology subsystem and Web service. In further study, the MYT will be extended to the system including a component integrating automatically subsystems and a component capturing and processing context data from RFID/USN.

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User-Centric Broadcasting Environment U sing Intelligent Agents

  • Jin, Sung-Ho;Bae, Tae-Meon;Cho, Jun-Ho;Ro, Yong-Man;Kang, Kyeong-Ok
    • 한국멀티미디어학회논문지
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    • 제8권6호
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    • pp.814-826
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    • 2005
  • The user-centric broadcasting environment includes the agent system and personalized broadcasting services for user-adaptive TV watching. In this paper, we propose broadcasting environment consisting of personalized broadcasting services and a multi-agent broadcasting system for the services. The proposed system employs the intelligent agent technology of the Foundation for Intelligent Physical Agents (FIPA) as well as metadata technology of MPEG-7 and TV-Anytime Forum (TVAF). To verify the usefulness of the proposed environment, we implemented a test-bed and demonstrated the proposed agent system with three services including intelligent user-information management service, information mobility service, and content retrieval service.

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개인화된 전시 서비스 제공을 위한 관객 반응을 고려한 지능형 인터랙티브 시스템 (A Study on Intelligent Interactive System Considering Audience's Response for Providing Personalized Exhibition Service)

  • 박원국;최일영;안현철;김재경
    • 한국IT서비스학회지
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    • 제11권2호
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    • pp.229-242
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    • 2012
  • The MICE(Meeting, Incentive travel, Convention, and Exhibition) industry grows steadily. Especially, exhibition industry plays an important role as the effective sales and marketing tools. However, lots of studies have focused on the flow analysis of audience traffic, booth recommendation or formulaic interactions between audiences and contents in the exhibition hall. In this study, we proposed an intelligent Interactive system considering audience's response for providing personalized exhibition service. First, we extracted components of the system architecture through the previous studies. Second, we suggested the system architecture and scenarios for intelligent interactions between audiences and contents. We hope that the proposed system will strengthen the basis for implementing interactive system in the exhibition industry.

Intelligent Healthcare Service Provisioning Using Ontology with Low-Level Sensory Data

  • Khattak, Asad Masood;Pervez, Zeeshan;Lee, Sung-Young;Lee, Young-Koo
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제5권11호
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    • pp.2016-2034
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    • 2011
  • Ubiquitous Healthcare (u-Healthcare) is the intelligent delivery of healthcare services to users anytime and anywhere. To provide robust healthcare services, recognition of patient daily life activities is required. Context information in combination with user real-time daily life activities can help in the provision of more personalized services, service suggestions, and changes in system behavior based on user profile for better healthcare services. In this paper, we focus on the intelligent manipulation of activities using the Context-aware Activity Manipulation Engine (CAME) core of the Human Activity Recognition Engine (HARE). The activities are recognized using video-based, wearable sensor-based, and location-based activity recognition engines. An ontology-based activity fusion with subject profile information for personalized system response is achieved. CAME receives real-time low level activities and infers higher level activities, situation analysis, personalized service suggestions, and makes appropriate decisions. A two-phase filtering technique is applied for intelligent processing of information (represented in ontology) and making appropriate decisions based on rules (incorporating expert knowledge). The experimental results for intelligent processing of activity information showed relatively better accuracy. Moreover, CAME is extended with activity filters and T-Box inference that resulted in better accuracy and response time in comparison to initial results of CAME.

사용자 맞춤형 미디어 스트리밍 서비스를 위한 모바일 플랫폼 설계 및 구현 (Design and Implementation of Mobile Platform for Personalized Media Streaming Service)

  • 박성주;양창모
    • 한국방송∙미디어공학회:학술대회논문집
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    • 한국방송공학회 2010년도 하계학술대회
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    • pp.360-363
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    • 2010
  • Streaming Technology can support the real-time playback without downloading and storing multimedia data in local HDD. So, client browser or plug-in can represent multimedia data before the end of file transmission using streaming technology. Recently, the demand for efficient real-time playback and transmission of large amounts of multimedia data is growing rapidly. But most users' connections over network are not fast and stable enough to download large chunks of multimedia data. In this paper, we propose an intelligent IP streaming system based on personalized media service. The proposed IP streaming system enables users to get an intelligent recommendation of multimedia contents based on the user preference information stored on the streaming server or the home media server. The supposed intelligent IP streaming system consists of Server Metadata Agent, Pumping Server, Contents Storage Server, Client Metadata Agent and Streaming Player. And in order to implement the personalized media service, the user information, user preference information and client device information are managed under database concept. Moreover, users are assured of seamless access of streamed content event if they switch to another client device by implementing streaming system based on user identification and device information. We evaluate our approach with manufacturing home server system and simulation results.

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온톨로지 기반 정보 검색 시스템을 이용한 iPMIS (지능형 종합사업관리시스템) 정보 추론에 관한 연구 (A Study of iPMIS(Intelligent Program Management Information System) Information Inference an Searching System Based on Ontologies)

  • 안형준;임재복;김주형;김재준
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2009년도 춘계 학술논문 발표대회 학계
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    • pp.175-179
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    • 2009
  • Researches of current PMIS(Project Management Information System) information searching focus on providing personalized results as well as matching needed queries in an enormous amount of information. This paper aim at discovering hidden knowledge to provide personalized and inferred search results based on the ontology with categorized concepts and relations among construction data. The current PMIS searching occasionally presents too much redundant information or offers no matching results from large volumes of data. In this paper, we propose a service searching system, which becomes aware of users device using iPMIS(Intelligent Program Management Information System). And we design and plant the ontology-based iPMIS, which is aware of the context in its environment.

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웹 마이닝과 의사결정나무 기법을 활용한 개인별 상품추천 방법 (A personalized recommendation methodology using web usage mining and decision tree induction)

  • 조윤호;김재경
    • 한국지능정보시스템학회:학술대회논문집
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    • 한국지능정보시스템학회 2002년도 춘계학술대회 논문집
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    • pp.342-351
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    • 2002
  • A personalized product recommendation is an enabling mechanism to overcome information overload occurred when shopping in an Internet marketplace. Collaborative filtering has been known to be one of the most successful recommendation methods, but its application to e-commerce has exposed well-known limitations such as sparsity and scalability, which would lead to poor recommendations. This paper suggests a personalized recommendation methodology by which we are able to get further effectiveness and quality of recommendations when applied to an Internet shopping mall. The suggested methodology is based on a variety of data mining techniques such as web usage mining, decision tree induction, association rule mining and the product taxonomy. For the evaluation of the methodology, we implement a recommender system using intelligent agent and data warehousing technologies.

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