• Title/Summary/Keyword: 컴퓨터 활용 교육

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Analysis and Orange Utilization of Training Data and Basic Artificial Neural Network Development Results of Non-majors (비전공자 학부생의 훈련데이터와 기초 인공신경망 개발 결과 분석 및 Orange 활용)

  • Kyeong Hur
    • Journal of Practical Engineering Education
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    • v.15 no.2
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    • pp.381-388
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    • 2023
  • Through artificial neural network education using spreadsheets, non-major undergraduate students can understand the operation principle of artificial neural networks and develop their own artificial neural network software. Here, training of the operation principle of artificial neural networks starts with the generation of training data and the assignment of correct answer labels. Then, the output value calculated from the firing and activation function of the artificial neuron, the parameters of the input layer, hidden layer, and output layer is learned. Finally, learning the process of calculating the error between the correct label of each initially defined training data and the output value calculated by the artificial neural network, and learning the process of calculating the parameters of the input layer, hidden layer, and output layer that minimize the total sum of squared errors. Training on the operation principles of artificial neural networks using a spreadsheet was conducted for undergraduate non-major students. And image training data and basic artificial neural network development results were collected. In this paper, we analyzed the results of collecting two types of training data and the corresponding artificial neural network SW with small 12-pixel images, and presented methods and execution results of using the collected training data for Orange machine learning model learning and analysis tools.

A Survey Study of IT Vocational Education Contents Development in Ubiquitous Learing for Persons with Hearing Impairments (u-Learning 기반 IT 직업교육과정 개발을 위한 청각장애인의 욕구조사)

  • Rhee, Kun Min;Kim, Dong Ok;Lee, Shin Young
    • 재활복지
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    • v.15 no.4
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    • pp.351-375
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    • 2011
  • The purpose of this study is to research the actual condition of on-line and off-line computer education in order to create more opportunities for the possibility of effective learning and u-Learning - based IT vocational education development of persons with hearing impairments. To carry out this study, we had a preliminary education of this study for a sign language interpreters who had working in a association of the deaf in Daegu, and had conducted a survey study participating for 100 persons with hearing impairments living in Daegu-Kyungbook Region. The results of this study were as follows: First, during on-line and offline education environment for persons with hearing impairments, factors such as teaching methods and contents, screen organization, learning effects, offering lecture material and subtitle, subtitle and sign language video of position and size, offering computer instructor who have a sign language interpreter with IT mentoring, on-line educational user environment setting must be considered factors for u-Learning - based IT vocational education development. Second, 74% of the subjects showed their interest in taking a course, after u-Learning contents are developed for persons with hearing impairments. Third, the subjects preferred IT device was a tablet PCs and IT certification related courses as their IT vocational education curriculum. Also, to link between professional training and job opportunity, subjects will need a IT vocational education courses such as computer intermediate and advanced levels.

Analysis of Changes in Sociality of Gifted Elementary Students Depending on LT Cooperative Learning (LT 협동학습에 따른 초등 정보영재의 사회성 변화 분석)

  • Kang, Oh-Han
    • The Journal of Korean Association of Computer Education
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    • v.21 no.1
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    • pp.23-30
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    • 2018
  • In this paper, the elementary students from the Information class of the Science Education Institute for the Gifted were divided into the experimental and control groups. The two groups took Scratch programming classes and the changes in their sociality were analyzed. The experimental group used the Scratch remix function, an educational programming language, to perform the LT cooperative learning. The control group took general instructor-led classes. The experimental group carried out a team project in which learners should cooperate with each other to produce certain results using the remix function. Twelve 3-hour lessons were taken by the experimental and control groups consisting of 30 and 30 students respectively to verify changes depending on remix-based cooperative learning. According to t-test using the survey results, the experimental group that performed cooperative learning using the Scratch remix function showed more improved sociality than the control group did. There was a statistically significant difference as well.

A Study about Improvement of Web-based Diagnosis-Supplement System Interface for basic academic competencies based on Affordance Theory (어포던스 이론에 근거한 기초학력 진단-보정 시스템의 사용자 인터페이스 개선 연구)

  • Hwang, YunJa;Cha, Hyun-jin
    • The Journal of Korean Association of Computer Education
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    • v.20 no.6
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    • pp.71-81
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    • 2017
  • The purpose of this study was to identify affordance usability problems and to improve an interface on the Web-based Diagnosis-Supplement system from learner's perspective in order to promote to be utilized as an user-friendly system. To address those goals, user testings with 6 students from 4th grade of the primary school and 3rd grade of the middle school were conducted and the firstly improved prototypes were suggested. Then, the suggested prototypes were reviewed by experts and finalized. This study has an implication on the methodology of the usability study by evaluating the system through the Hartson's 3 affordance theory. In addition, it contributes to improving pedagogical effects by the fixing serious affordance usability problems related to main tasks of the system such as the test questions and score visualization and matching between system and real world.

Analysis on the Needs for the Evaluation of Icons on the basis of Children's Sensibilities in Designing Multimedia Contents for Elementary Education (초등교육용 멀티미디어 컨텐츠 설계에서 아동 감성 기반 아이콘 평가의 필요성 분석)

  • Han, Jeonghye;Jo, Miheon
    • The Journal of Korean Association of Computer Education
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    • v.5 no.3
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    • pp.107-116
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    • 2002
  • In order to enhance instructional effects of multimedia contents, it is critical to emphasize the importance of interface and the affective aspects of learner characteristics in design processes. The main aim of this research was to assess the needs for evaluating icon design strategies on the basis of children's sensibilities by investigating differences between children and teachers in their sensibilities to the icons used in multimedia contents for elementary education. Some interesting findings were obtained from the research. Children had richer sensibilities to the icons presented in multimedia contents than teachers in terms of the average number of adjectives reflecting sensibilities. Among the children group, children living in urban areas showed richer sensibilities to the contents than those in rural areas. When the frequencies of the use of 5 adjectives commonly used by the two groups were compared, teachers showed positive sensibilities, but children demonstrated some negative sensibilities. Also children demonstrated richer sensibilities to certain contents than teachers. The results of the research indicated the need for evaluating icon design strategies on the basis of children's sensibilities in designing multimedia contents for children.

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Construction of an Hybrid Firewall for School Networks and Implementation of a Graphical Interface for Access Control Rules (학교망을 위한 혼합방화벽 구축 및 접근제어 규칙을 위한 그래픽 인터페이스 구현)

  • Park, Chan-Jung
    • The Journal of Korean Association of Computer Education
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    • v.3 no.2
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    • pp.67-75
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    • 2000
  • Due to the advantages of Internet, many teachers use Internet as an educational tool and due to the computerized works in schools, the usages of the Internet increase. However, because of the openness of the Internet, the sensitive data of an organization are exposed to outsiders and the Internet-based working has some problems such as the corruptions of instructional data or on-line assessment results. The need for protecting a school network from outsiders increases but the school networks with firewalls rarely exist. In this paper, in order to solve the security problem of a school network, we construct a hybrid firewall for school networks. In addition, we implement a graphical user interface for teachers to set up the access control rules of a hybrid firewall easily. The interface also provides the facilities such as log analysis, a real-time monitor for network traffics, and the statistic on traffics.

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Development of the unfolding model of procedures for the introductory programming education for non-majors (비전공자 대상 기초 프로그래밍 교육을 위한 절차의 언폴딩 모델 개발)

  • Lee, Minjeong;Kim, Youngmin
    • The Journal of Korean Association of Computer Education
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    • v.23 no.4
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    • pp.35-47
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    • 2020
  • The purpose of this study is to provide a guideline for the programming beginners, including SW non-majors, to reduce the difficulty of establishing procedures for solving problems and to refine the work process properly in a computing environment. To accomplish this, we derive the unfolding types of typical procedures that can unfold the working procedures typically implied in daily operation in terms of recognition(input)-judgment(processing)-behavior(output). Through learning to unfold the procedure for each type, it was confirmed that the learner define the scope and rules of the problem himself and extended the procedure implied in any action. The unfolding model of the procedure developed in this study can be used as a tool for constructing a procedure operable in a computing environment to solve problems in the early stages of programming learning for non-majors or beginners.

Effects of Programming-based TPACK Education Program on the Teaching Expertise of Pre-service Teachers

  • Kim, Seong-Won;Lee, Youngjun
    • Journal of the Korea Society of Computer and Information
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    • v.25 no.7
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    • pp.213-224
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    • 2020
  • This study analyzes the effects of programming-based TPACK education programs, designed by Kim and Lee (2019), on the teaching expertise of pre-service teachers. The research subjects were 40 pre-service teachers, divided into an experimental group and a control group. The experimental group underwent the programming-based TPACK education program, and the control group used an ICT-based TPACK education program. A test tool was used to measure not only teaching expertise but also teaching efficacy and self-efficacy beliefs about technology integration. As a result of the study, teaching expertise, teaching efficacy, and self-efficacy beliefs about technology integration improved significantly in the experimental group. The pretest showed no significant difference between the experimental group and the control group, but in the post-test, the experimental group showed significantly higher teaching expertise than the control group. These results showed that the programming-based TPACK education program is effective for developing teaching expertise in pre-service teachers.

An Analysis on Barriers and Solutions of the Older Adults'Online Information Activities (고령층의 온라인 정보활동 장애요인 및 해결방안 분석)

  • Kim, Heesop;Moon, Jinhyun;Lee, Misook
    • The Journal of Korean Association of Computer Education
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    • v.17 no.4
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    • pp.79-88
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    • 2014
  • The purpose of this study is to investigate the barriers and the solutions of the older adults' online information activities. The barriers were categorized into 8 and the solutions into 9 based on the literature review. It revealed that the lack of information devices use skill was the most serious barrier in their online information activities, and the results were different according to gender, academic careers, and residential area.; the improvement of information device environment was the most important solution to resolve the barrier, and different according to academic careers, economic status, and residential area contrary to the barrier. To get rid of the digital devide according to socioeconomic variables, a customized education of information literacy and an elderly-oriented information devices are necessary to resolve the barriers.

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Study on Effective Knowledge Delivery and Construction (효과적인 지식 전달 요소와 지식 구조화에 관한 연구)

  • Chae, Jeong-Byung;Kim, Soo-Hwan;Kim, HyeonCheol
    • The Journal of Korean Association of Computer Education
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    • v.11 no.3
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    • pp.43-55
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    • 2008
  • This study investigates how learners extract their implicit knowledge into explicit form of the knowledge. The process of implicit-explicit transfer is known to help learners to reconstruct and refine their knowledge which was constructed before in some ways. Also we investigate which types of explicit form are more effective when it is delivered to other learners. In a classroom-based learning environment, students take educational content that is delivered by instructor and go through the process in which they try to fit the content into their cognitive structure by reconstructing the knowledge into their cognitive model. When they try to deliver their own cognitive model for the knowledge to other learners, they have to transform it into explicit form, and through the process, they reconstruct and refine the cognitive model of the knowledge, and find effective and appropriate way to express it. In this research, we experimented the process on a group of 77 college students and analyzed the results. We also did peer evaluated experiments to see which types of explicit format and factors are more effective than others. The results indicate that the types of explicit form of implicit knowledge play an important role in effectiveness of learning.

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