• Title/Summary/Keyword: Learning capability

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Development of an Algorithm-Based Learning Content for Improve in Creative Problem-Solving Abilities (창의적 문제해결능력 신장을 위한 알고리즘 기반 학습 콘텐츠 개발)

  • Kim, Eun-Gil;Hyun, Dong-Lim;Kim, Jong-Hoon
    • Journal of Fisheries and Marine Sciences Education
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    • v.23 no.1
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    • pp.105-115
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    • 2011
  • Education is focused on how to nurture creative problem-solving skills talent in rapidly changing information society. The algorithm education of computer science is effective in improvement of students' logical thinking and problem solving capability. However, the algorithm education is very difficult to teach in elementary students level. Because it is difficult to understand abstract characteristic of algorithm. Therefore we developed educational contents based on the principle of the algorithm for improve students' logical thinking and problem-solving capability in this study. And educational contents contain interesting elements of the game. So, students will be interested in algorithm learning and participate actively through developed educational contents. Furthermore, students' creative problem-solving capability may improve through algorithm learning.

Comparative Analysis on Error Back Propagation Learning and Layer By Layer Learning in Multi Layer Perceptrons (다층퍼셉트론의 오류역전파 학습과 계층별 학습의 비교 분석)

  • 곽영태
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.7 no.5
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    • pp.1044-1051
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    • 2003
  • This paper surveys the EBP(Error Back Propagation) learning, the Cross Entropy function and the LBL(Layer By Layer) learning, which are used for learning the MLP(Multi Layer Perceptrons). We compare the merits and demerits of each learning method in the handwritten digit recognition. Although the speed of EBP learning is slower than other learning methods in the initial learning process, its generalization capability is better. Also, the speed of Cross Entropy function that makes up for the weak points of EBP learning is faster than that of EBP learning. But its generalization capability is worse because the error signal of the output layer trains the target vector linearly. The speed of LBL learning is the fastest speed among the other learning methods in the initial learning process. However, it can't train for more after a certain time, it has the lowest generalization capability. Therefore, this paper proposes the standard of selecting the learning method when we apply the MLP.

Changes in University Education based on AI using Flipped Learning (AI 활용한 플립러닝 기반의 대학교육의 변화)

  • Kim, Ok-boon
    • Proceedings of the Korean Institute of Information and Commucation Sciences Conference
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    • 2018.10a
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    • pp.612-615
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    • 2018
  • The undergraduate structure based on flip learning should be a necessary course to cultivate value creation capability based on students' problem solving capability through the change of university education in the fourth industrial revolution era. Introduction and spread of Flipping Learning combining project-based learning with MOOC is requied. As the introduction and spread of AI-based learning consulting (E-Advisor), which is becoming increasingly advanced, the transition to "personalized education" that meets the 4th Industrial Revolution should be made.

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The Effects of Learning Methods on the Capability of Information Retrieval and Synthesis in Web (웹 환경에서의 학습 방법이 정보검색 및 정보종합 능력에 미치는 영향)

  • 함명식
    • Journal of the Korean Society for information Management
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    • v.19 no.4
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    • pp.5-34
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    • 2002
  • The purpose of this study is to investigate the effects of learning methods on students' information retrieval and information synthesis capability in web. This is an experimental study comparing the two different learning methods as task-based learning and technic-based learning. The findings of this study were as follows: 1. The task-based learning was more effective than the technic-based learning in information achievements as information retrieval capability (t= 3.59, p〈.05). 2. In the 1st retrieval (recall ratio t=1.81 precision ratio t=.61) of Naver Korean Web Retrieval, there was no significant difference (p〉.05). In the 2nd retrieval (recall ratio t=2.93 precision ratio t=2.45) and 3rd retrieval (recall ratio t=3.48 precision ratio t= 2.50), the task-based group was more effective than the technic-based group (p〈.05). 3. There was no significant difference in students' information synthesis capability between the task-based learning and technic-based learning (t= 1.95, p〉.05). The findings of this study suggest that the task-based learning approach is more effective to improve students' information literacy, and that professionals should consider better instructional principles for the improvement of instructional quality.

A Study on Factors Influencing AI Learning Continuity : Focused on Business Major Students

  • Park, So Hyun
    • The Journal of Information Systems
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    • v.32 no.4
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    • pp.189-210
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    • 2023
  • Purpose This study aims to investigate factors that positively influence the continuous Artificial Intelligence(AI) Learning Continuity of business major students. Design/methodology/approach To evaluate the impact of AI education, a survey was conducted among 119 business-related majors who completed a software/AI course. Frequency analysis was employed to examine the general characteristics of the sample. Furthermore, factor analysis using Varimax rotation was conducted to validate the derived variables from the survey items, and Cronbach's α coefficient was used to measure the reliability of the variables. Findings Positive correlations were observed between business major students' AI Learning Continuity and their AI Interest, AI Awareness, and Data Analysis Capability related to their majors. Additionally, the study identified that AI Project Awareness and AI Literacy Capability play pivotal roles as mediators in fostering AI Learning Continuity. Students who acquired problem-solving skills and related technologies through AI Projects Awareness showed increased motivation for AI Learning Continuity. Lastly, AI Self-Efficacy significantly influences students' AI Learning Continuity.

A study on the Change of University Education Based on Fliped Learning Using AI (AI 쳇봇을 활용한 플립러닝 기반의 대학교육의 변화)

  • Kim, Ock-boon;Cho, Young-bok
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.22 no.12
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    • pp.1618-1624
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    • 2018
  • The undergraduate structure based on flipped learning should be a necessary course to cultivate value creation capability based on students' problem solving capability through the change of university education in the fourth industrial revolution era. Flipped learning stimulated the learner's high order thinking and activates communication between the faculty-student and the students through the use of activity oriented teaching strategy. Introduction and spread of Flipping Learning combining project-based learning with MOOC is required. The professor should be able to apply net teaching and learning methods using flipping learning and active learning, and develop class contents reflecting new knowledge, information and technology. As the introduction and spread of AI-based(E-Advisor, chat bot et al) learning consulting, Which is becoming increasingly advanced, the transition to "personalized education" that meets the 4th Industrial Revolution should be made.

Learning Effect and Application Case of PBL for Improvement of Fashion Theory Course (패션 이론 교과목의 개선을 위한 PBL 적용 사례 및 교육적 효과)

  • Kim, Jang-Hyeon
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.3
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    • pp.510-521
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    • 2020
  • The university is attempting educational innovation to cultivate talents required by society. The purpose of this study was to prove the educational effect by applying the PBL to on a fashion theoretical course. The research methods are theatrical research and model development research to guide to utilizing PBL. As a result of this study, the learners' satisfaction with the subject applying PBL was evaluated quite positively. In general, it has been shown to have a very effective effect on improving the learner's problem-solving capability, cooperative learning capability, and self-directed learning capability. In particular, the problem-solving capability is relatively high compared to other factors. The result is consistent with the educational goal of the PBL for improving the learner's problem-solving capability. Perceivable correlation analysis on the relationship between the factors to grasp the educational effect of the PBL revealed the factors with a static correlation. In particular, the problem solving capability and cooperative learning capability developed a significant correlation with self-directed learning capability. This is a testament to their ability to exert greater influence when the competencies that each learner develops are combined.

Design of a Neurochip's Core with on-chip Learning Capability on Hardware with Minimal Global Control (On-chip 학습기능을 구현한 최소 광역 제어 신경회로망 칩의 코어 설계)

  • 배인호;황선영
    • Journal of the Korean Institute of Telematics and Electronics A
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    • v.31A no.10
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    • pp.161-172
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    • 1994
  • This paper describes the design of a neurochip with on-chip learning capability in hardware with multiple processing elements. A digital architecture is adopted because its flexiblity and accuracy is advantageous for simulating the various application systems. The proposed chip consists of several processing elements to fit the large computation of neural networks, and has on-chip learning capability based on error back-propagation algorithm. It also minimizes the number of blobal control signals for processing elements. The modularity of the system makes it possible to buil various kinds of boards to match the expected range of applications.

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Learning Contracts Based Self-Directed Clinical Practicum (학습계약에 기반한 자기주도 임상실습 운영사례)

  • Kim, Eun-Jung;Cho, Dong-Sook
    • The Journal of Korean Academic Society of Nursing Education
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    • v.18 no.2
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    • pp.268-275
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    • 2012
  • Purpose: The purpose of this study was to implement and evaluate the learning contracts based self-directed learning in a final clinical placement for senior nursing students. Methods: This study was a case study and 82 senior nursing students at a university participated in a learning contract based practice placement. Data were collected from written learning contracts and questionnaires after a clinical practice. Results: The students' learning needs were knowledge, clinical skills, and attitudes frequently encountered in a ward in which clinical skills were most common. The students' formulated learning contracts were varied but most of them were basic and simple. A self-directed clinical course was beneficial and a satisfactory experience to senior students. There was an increase in the students' motivation in learning, confidence in own capability, and satisfaction with the use of the learning contract. Conclusion: Self-directed clinical practicum would result in a degree of attitude change in the students. This study suggests that learning contract based self-directed clinical practice is effective to improve learning satisfaction, confidence in own capability, and competency.

The International Learning of a Korean IT Venture Firm : A Case Study of UniData Communication Systems (한국 IT 벤처기업의 국제화 학습: 유니데이타커뮤니케이션(주) 사례)

  • Park, Sang-Gyu;Moon, Hwy-Chang
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.7 no.1
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    • pp.73-86
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    • 2012
  • This paper explains the contribution of international learning to the business performance through strengthening the international learning capability of the organization. This is consistent with the previous literature that the organization's international experience is an important determinant of the international performance and the learning capability, strengthened through organizational learning, contributes to the business performance. In addition, this paper analyzes the characteristics of international learning of a venture business, which has actively pursued internationalization, by categorizing exploitation and exploration. An important result is that the small-sized venture firm, which is weak in internal resources compared with large firms, utilizes partner network more actively to accumulate international experience by exploration. We can then confirm that this international experience strengthens learning capability and gives positive effects on the business performance.

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