• Title/Summary/Keyword: 개별맞춤

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A Recommendation System by Extracting Scholarship Information with a BERT's Q&A Model (BERT Q&A 모델을 활용한 장학금 정보 추출 및 추천 시스템)

  • Byeongjun Kang;Kyujin Kim;Jinah Park;Ijun Jang;Jaehyun Joo;Hyungjoon Koo
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.05a
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    • pp.288-289
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    • 2023
  • 본 논문은 글로벌 이슈로 인한 인플레이션과 대학 등록금 인상 우려 등으로 인해 장학금의 중요성이 부각되고 있는 상황을 고려하여 기존의 장학금 공고 게시물을 수집한 후 BERT Q&A (Bidirectional Encoder Representations from Transformers Question & Answering) 모델을 이용해 개별 맞춤형 장학 공고를 추천하는 시스템을 제안한다. 우선 웹 크롤링을 통해 장학금 정보를 수집하고, BERT Q&A 모델과 사전에 정의한 규칙 기반으로 핵심 정보를 추출한다. 이후 분류 과정을 거쳐 사용자가 입력한 정보와 매칭하여 조건에 맞는 장학금 게시물을 추천할 수 있는 어플리케이션을 구현하였다.

Effectiveness of Individualized Upper Extremity Exercise Program for Patients after Mastectomy (유방절제술 후 환자를 위한 맞춤형 상지 운동프로그램 효과)

  • Lim, Kyung Hee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.10
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    • pp.313-323
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    • 2018
  • This study was conducted to develop an individualized upper extremity exercise program for patients after mastectomy and evaluate its effectiveness. A nonequivalent control-group pretest-posttest design was used for this investigation. Research participants were patients with breast cancer who underwent mastectomy at two university hospitals (experimental group, n=17; control group, n=16). The experimental group received an individualized upper extremity exercise program three times a week for 7 weeks. Data were analyzed by the ${\chi}^2-test$, Fisher's exact test, Mann-Whitney U-test and Wilcoxon Signed Rank test using SPSS WIN 21.0. Inter-group comparison revealed significant differences between pre-test and post-test in hands behind the back, flexion, abduction, external rotation, internal rotation, and grip strength. Moreover, the experimental group showed significant improvements in hands behind the back, flexion, abduction, external rotation, internal rotation, and grip strength relative to the control. In conclusion, the individualized upper extremity exercise program was shown to be an effective intervention to improve physical functions in upper limbs and shoulders. Therefore, this program should be applied to patients after mastectomy in clinics since many patients have suffered from decreased physical functions in upper extremities.

Study on the Mathematics Teaching and Learning Artificial Intelligence Platform Analysis (수학 교수·학습을 위한 인공지능 플랫폼 분석 연구)

  • Park, Hye Yeon;Son, Bok Eun;Ko, Ho Kyoung
    • Communications of Mathematical Education
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    • v.36 no.1
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    • pp.1-21
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    • 2022
  • The purpose of this study is to analyze the current situation of EduTech, which is proposed as a way to build a flexible learning environment regardless of time and place according to the use of digital technology in mathematics subjects. The process of designing classes to use the EduTech platform, which is still in the development introduction stage, in public education is still difficult, and research to observe its effects and characteristics is also in its early stages. However, in the stage of preparing for future education, it is a meaningful process to grasp the current situation and point out the direction in preparation for the future in which EduTech will be actively applied to education. Accordingly, the current situation and utilization trends of EduTech at home and abroad were confirmed, and the functions and roles of EduTech platforms used in mathematics were analyzed. As a result of the analysis, the EduTech platform was pursuing learners' self-directed learning by constructing its functions so that they could be useful for individual learning of learners in hierarchical mathematics education. In addition, we have confirmed that the platform is evolving to be useful for teachers' work reduction, suitable activities, and evaluations learning management. Therefore, it is necessary to implement instructional design and individual customized learning support measures for students that can efficiently utilize these platforms in the future.

The POI Model of individualization user central Intelligence Form based of WMS (WMS 기반의 개별 사용자 중심 지능형 POI 서비스 모델)

  • Nam, Haeng-Woo;Kang, Min-Sung;Kim, Bu-Rim;Kim, Eun-Young;Kim, Do-Hyeun;Lee, Sang-Jun
    • Proceedings of the Korea Contents Association Conference
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    • 2006.11a
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    • pp.725-728
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    • 2006
  • Recently, It is gradually increasing about need of various information service based of Location that in compliance with rapidly development wireless internet terminal using the real-time location information at mobile environment. But existing information depends service provision method to information provider. so It is many insufficient tailorable information provision about user individuals each other propensity. For this, It need Service skill to provide easily information about tailorable POI(Point Of Interest) of user preference using information based of Location in mobile computing environment. Therefore In this paper, It is use information service based of location in mobile environment. So It analyzes POI information in compliance with propensity of user and It proposes to provide information about service model. It provides to follow individuals propensity analysis POI information service based of location in proposed model. so It provides actively more value information to user.

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User Customized Realization of Virtual Earthquakes based on Visual Intelligence and Dynamic Simulation (시각지능 및 동적 시뮬레이션 기반의 사용자 맞춤형 가상 지진 실감화)

  • Kwon, Jihoe;Ryu, Dongwoo;Lee, Sangho
    • Journal of the Korean Society of Mineral and Energy Resources Engineers
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    • v.55 no.6
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    • pp.614-623
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    • 2018
  • The recent occurrence of consecutive large earthquakes in the southeastern part of the Korean peninsula has brought significant attention to the prevention of earthquake damage in Korea. This article aims to explore a technology-based approach for earthquake drills using state-of-the-art visual intelligence and virtual reality technologies. The technical process consists of several stages, including acquisition of image information in living spaces using a camera, recognition of objects from the acquired image information, extraction of three dimensional geometric information, simulation of virtual earthquakes using dynamic modelling techniques such as the discrete element method, and realization of the simulated earthquake in a virtual reality environment. This article provides a comprehensive analysis of the individual processes at each stage of the technical process, a survey on the current status of related technologies, and discussion of the technical challenges in its execution.

The Improvement of Digital Textbook Functions Required for Curriculum Reorganization (교육과정 재구성을 위한 디지털교과서 기능 개선 방안 연구)

  • Kim, Hongsun;Jeong, Youngsik
    • Journal of The Korean Association of Information Education
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    • v.26 no.1
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    • pp.23-34
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    • 2022
  • Teachers should be able to reorganize the curriculum according to the student level, reorganize textbooks freely, and distribute them to students. However, current paper-textbooks are difficult to modify or edit some contents and distribute them to students, also current digital textbooks are grouped into units, so the order or educational resources cannot be reconstructed. In addition, The digital textbooks are difficult to update external links or the latest resources, and to contain various multimedia materials or high-definition realistic content due to capacity limitations. Therefore, this study presented functions: teaching and learning and evaluation functions, resources search and sharing functions, learning records and analysis functions, screen showing and printing functions, so that teachers can provide customized learning by level to students using digital textbooks. Through the expert Delphi survey, detailed functions for each area were divided into teachers and students. We proposed expanding and developing digital textbooks to various subjects, and distributing various teaching and learning models using digital textbooks.

Exploratory study on the information design of online dashboard for learner-centered learning (학습자중심 대시보드 설계를 위한 탐색적 연구: 학습정보를 중심으로)

  • Lim, KyuYon;Eun, JuHui;Jung, YoonJoo;Park, HaNa
    • The Journal of Korean Association of Computer Education
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    • v.21 no.3
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    • pp.35-50
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    • 2018
  • Online dashboard is designed to support learners' self-regulation of their learning process and activities to promote learner-centered learning. Given the dashboard usually provides information within a limited space, it is important to define which information should be presented in order to meet the various needs of online learners. We analyzed relevant literature, existing dashboards, and learners' dashboard experiences, and identified a list of information that should be provided by the dashboard. As a result, four categories including learning preparation, learning participation, interaction, and learning outcomes, and eleven sub-categories of dashboard information were extracted. The results suggest implications for the design of online dashboard for learner-centered learning.

A Study on ICT Security Change and CPS Security System in the 4th Industry Age (4차 산업 시대의 ICT 보안 변화와 CPS 보안 시스템에 관한 연구)

  • Joo, Heon-Sik
    • Journal of Digital Contents Society
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    • v.19 no.2
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    • pp.293-300
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    • 2018
  • This study explored the security of Industry 4.0 such as security trends and security threats in Industry 4.0, and security system in Industry 4.0. The threat elements in Industry 4.0 are changing from ICT to IoT and to CPS security, so security paradigm and security System should change accordingly. In particular, environmental and administrative security are more important to solve CPS security. The fourth industry-age security should change to customized security for individual systems, suggesting that the security technology that combines hardware and software in product production design should change from the beginning of development. The security system of the fourth industry proposes design and implementation as a CPS security system as a security system that can accommodate various devices and platforms from a security system in a single system such as a network to an individual system.

The Study on the Design and Development of Childre's free choice activities Monitoring System Based on Open Source Hardware (오픈소스 하드웨어를 이용한 유아의 자유선택활동 관찰시스템의 설계 및 개발 연구)

  • Kim, Kyung Min
    • Smart Media Journal
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    • v.7 no.2
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    • pp.47-53
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    • 2018
  • Along with the development of information and communication technology, smart education that can learn without restrictions of time, place and equipment is activated even in the field of education. Although smart education is provided with content-based training solutions, construction of a system that grasps individual characteristics of learners and provides personalized learning is relatively weak. The activity of free choice is an important play activity of early childhood education, but it is not implemented efficiently by relying on the clinical observation of the teacher. If the IoT(Internet of Things) technology based on Hyper-Connected is applied to free-choice activities, it is possible to provide the child's personalized activity type and play-form analysis based on objective and stylized data. In this paper, we design and implement a system to monitor the child's activity of free choice by building an IoT environment that is based on open source hardware. The proposed system provides children's activity information as objective data and will be used as teacher's work mitigation and custom training material for each child.

Design and Implementation of Free Choice Activity Management System based on Smart Education (스마트교육 기반 자유선택활동 운영시스템 설계 및 구현)

  • Kim, Kyung-Min;Park, Hyun-Sook
    • The Journal of Korean Association of Computer Education
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    • v.22 no.3
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    • pp.123-133
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    • 2019
  • The purpose of this study is to establish Smart Education Environment for children's personalized learning based on the data are accumulated by Smart Device which is one of element on Smart Education. In this study, we propose the operational improvement plan for the free choice activity in the 5-year-old kindergarten and also implement the Free Choice Activity(FCA) management system for children to select and to evaluate the play plans for themselves. Children participating in this study have fun the whole time for the process of self-planning, the playing activities and the self-assessment of playing. As a result, it is confirmed that children participate actively in decision-making of interesting areas through the smart device than the traditional education environment before. A single teacher using FCA management system with smart device in this study can get useful information without difficulty of individual child's interests, learning and the statistics of children in the classroom.