• Korean Journal of Construction Engineering and Management
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• v.20 no.5
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• pp.31-41
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• 2019

The purpose of this study is to investigate the participation of vocational training program of construction engineers and the impact of workplace learning (formal learning and informal learning) on human resource performances of construction engineers. The data of 306 construction engineers were extracted from 10,069 workers in various industries those were collected by 6th human resource company panel survey done by Korea Research Institute of Vocational Education & Training. This study found that, compared with workers in other industries, participation rate of construction engineers in workplace learning (formal learning, informal learning) was relatively low, and especially the participation rate of informal learning was significantly low. Regression analysis showed that participation in formal learning did not affect positive job performance and job satisfaction. On the other hand, informal learning has a positive effect on job capability, job satisfaction, and organizational commitment.

• Proceedings of the Korea Information Processing Society Conference
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• 2024.05a
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• pp.666-669
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• 2024

연합학습은 원본 데이터를 공유하지 않고 모델을 학습할 수 있는 각광받는 프라이버시를 위한 학습방법론이다. 이를 위해 참여자의 데이터를 수집하는 대신, 데이터를 인공지능 모델 학습의 요소들(가중치, 기울기 등)로 변환한 뒤, 이를 공유한다. 이러한 강점에 더해 기존 연합학습을 개선하는 방법론들이 추가적으로 연구되고 있다. 기존 연합학습은 모델 가중치를 평균내는 것으로 참여자 간에 동일한 모델 구조를 강요하기 때문에, 참여자 별로 자신의 환경에 알맞은 모델 구조를 사용하기 어렵다. 이를 해결하기 위해 지식 증류 기반의 연합학습 방법(Knowledge Distillation-based Federated Learning)으로 서로 다른 모델 구조를 가질 수 있도록(Model Heterogenousity) 하는 방법이 제시되고 있다. 연합학습은 여러 참여자가 연합하기 때문에 일부 악의적인 참여자로 인한 모델 포이즈닝 공격에 취약하다. 수많은 연구들이 기존 가중치를 기반으로한 연합학습에서의 위협을 연구하였지만, 지식 증류 기반의 연합학습에서는 이러한 위협에 대한 조사가 부족하다. 본 연구에서는 최초로 지식 증류 기반의 연합학습에서의 모델 성능 하락 공격에 대한 위협을 실체화하고자 한다. 이를 위해 우리는 GMA(Gaussian-based Model Poisoning Attack)과 SMA(Sign-Flip based Model Poisoning Attack)을 제안한다. 결과적으로 우리가 제안한 공격 방법은 실험에서 최신 학습 기법에 대해 평균적으로 모델 정확도를 83.43%에서 무작위 추론에 가깝게 떨어뜨리는 것으로 공격 성능을 입증하였다. 우리는 지식 증류 기반의 연합학습의 강건성을 평가하기 위해, 새로운 공격 방법을 제안하였고, 이를통해 현재 지식 증류 기반의 연합학습이 악의적인 공격자에 의한 모델 성능 하락 공격에 취약한 것을 보였다. 우리는 방대한 실험을 통해 제안하는 방법의 성능을 입증하고, 결과적으로 강건성을 높이기 위한 많은 방어 연구가 필요함을 시사한다.

• Proceedings of the Korean Society of Computer Information Conference
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• 2013.01a
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• pp.259-260
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• 2013

본 논문에서는 1년 과정의 컴퓨터 프로그래밍 수업에 참여한 상위 수준 학습자들을 대상으로 맞춤형 학습을 위한 다양한 학습공동체를 운영하였을때 어떤 유형이 상위 학습자들에게 효과적인지를 분석하였다. 분석 결과, 동일한 상위 학습자가 튜터로 참여했을 때와 그렇지 않았을 때 성적 변화가 눈에 띄게 나타났으며 이것은 가르치는 활동이 본인의 학습 이해도를 높이는데 얼마나 영향을 미치는지를 보여주고 있다.

• Journal of the Korean Applied Science and Technology
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• v.37 no.5
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• pp.1268-1284
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• 2020

The purpose of this study was to examine mediating effect of emotional intelligence on relationship between nursing students' learning engagement and academic resilience, find whether self-regulation would moderating the relationship between learning engagement and emotional intelligence. The data were collected from 277 nursing students from three colleges in J province and were analyzed with a regression analysis and bootstrapping. As a result of the study, first, the fit of the causal model between learning engagement, emotional intelligence, academic resilience and self-regulation of nursing students was found to be good, and the causal relationship between variables was predicted appropriately. Second, partially mediating effect of emotional intelligence on the path of nursing students' learning engagement affecting academic resilience. Third, self-regulation had moderating effect on learning engagement affecting emotional intelligence. Finally, the significance of this study is that the influence of various variables that can affect the academic resilience of nursing college students was verified, and in order to improve academic resilience, a strategy that considers the subjects' learning engagement, emotional intelligence, and self-regulation.

• Journal of the Korean Geographical Society
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• v.49 no.6
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• pp.970-984
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• 2014

This study aims to inquire into experience of geography teachers participating in a teacher learning community based on the grounded theory methodology. Participation observation was conducted on one of geography teacher learning communities. The total of 11 research participants were selected to conduct in-depth interviews. The data collected were analyzed by the coding method proposed by Strauss and Corbin(1990, 1998). In open coding, 125 concepts, 43 sub-categories and 17 categories were drawn and in axial coding by paradigm model, phenomenon, conditions, action/interaction and consequences turned out. In selective coding, the participants were classified into four types and the condition/consequence matrix was developed. As a result of the analysis, first, participation, obstacles and continuous participation factors of geography teachers in the teacher learning community could be understood from multi-dimensional aspects. Second, principles of the collaborative teacher learning and the factors promoting collaborative teacher learning were established. Third, the professional development of geography teachers through teacher learning community could be understood.

• Proceedings of the Korean Society of Computer Information Conference
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• 2016.07a
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• pp.249-250
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• 2016

본 연구에서는 데이터 분석도구인 R을 활용하여 튜터링 학습법 참여 학생의 성취도를 검증하였다. 분석도구 R은 대용량 데이터의 고급 분석과 통계 계산을 위한 스크립트 언어로 빅데이터의 자료 분석에 다양하게 활용되고 있다. 대학의 학습 활동 측면에서의 튜터링 학습법은 학습 능력이 우수한 선배 또는 동료인 튜터와 학습 받고자하는 튜티가 1:1 또는 1:N의 관계를 이루고 학습 활동을 진행해 나가는 과정이다. 튜터링 학습법 운영 후 실시하는 참여 학생 만족도 조사 결과에 의하여 튜터링 학습법이 학력 수준 차이를 극복하는데 도움이 되고 있다는 정성적인 근거는 있으나 정량적인 분석 연구는 부족한 실정이다. 이에 본 연구에서는 튜터링 학습법에 참여한 공학정보학부 튜티들의 성적 결과를 분석도구 R을 활용하여 분석하여 튜터링 학습법이 학업성취도에 긍정적 영향을 미치는 것을 검증하였다.

• The Journal of Korean Association of Computer Education
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• v.10 no.4
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• pp.93-102
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• 2007

The present study is to investigate the elements of e-learning strategies affecting the levels of participation, achievement and satisfaction for learners who participated in the university blended learning environment. For this, 58 subjects were recruited who participated in the blended learning class at K university. E-learning strategies, achievement and satisfaction levels were measured for data collection, and the level of participation was measured by analyzing the LMS log-in database. For data analysis, first, means and standard deviation were computed to find the level of e-learning strategies of the subjects. Second, linear regression analysis was conducted to find the e-learning strategies that could estimate the levels of achievement, participation and satisfaction. As a result, variables to estimate the achievement level included time management strategy and overload management strategy. Variables to estimate the participation level included self-directed strategy, time management strategy and overload management strategy. Finally, variables to estimate the satisfaction level included multiple discussion management strategy, asynchronous management strategy and sociality. Based on these estimated variables, the author suggested some ideas to increase the educational effectiveness.

• Journal of the Korea Society of Computer and Information
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• v.15 no.9
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• pp.137-144
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• 2010

We've run leveled intense and supplementary study groups connected with JAVA regular classes for more effective learning of computer programming. We performed the test for evaluating learning understanding degrees between before and after study to analyze learning effect for three leveled study groups and a non study group, and we also analyzed the differences of learning understanding degrees among 4 learner groups by computer programming areas. As a result, we can reach the result what programming areas are effective to be operated by intense and supplementary study groups. Those areas are the area to improve the ability of programming applying concepts through in-depth understanding of concepts, and the area of programming through mixed knowledges related each other. The study group for low-leveled learners has most improved of four groups. Low-leveled group was behind the other study groups on programming application ability, but the group was more excellent than non study group in most programming areas.

• The Journal of the Korea Contents Association
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• v.11 no.6
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• pp.495-509
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• 2011

According to the rapid technological development such as ubiquitous environments, there has been growing interest in learning with social media as known as social learning. This study was conducted to analyze various participation types of social media contents aiming to explore strategies for facilitating learning. Specifically, the research model was established by two aspects in using social media contents. First was classified by writings and readings in contents, which consists of prosumers, producers, consumers, and non-participants. Second criterion was categorized by instruction-related and instruction-nonrelated, which is learning contents, learning management, emotional expression, and social activities. In order to acquire empirical data, a set of fourteen undergraduate students participated in this research for eight weeks using a microblog. Based on the analyses on the data through learning activities, three learning strategies were suggested to facilitate social media based learning: analysis on learners, role of the instructor, and instructional model design.

• Journal of Gifted/Talented Education
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• v.23 no.2
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• pp.177-191
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• 2013

This study compared the difference of learning style, self-regulated learning, learning flow, analyzed the learning style impact on self-regulated learning and learning flow between gifted and normal student. The subjects of this study were 118 sixth grade gifted students and 124 general students who showed academic achievement of the same level. According to the results of this study, gifted elementary children had more than the general independent, competitive, participatory learning style and they used personal, behavioral and environmental self-regulation strategies more often. Also they had a higher degree of learning flow than the general. Both gifted and general students, the more independent and participatory learning style, the more increased self-regulated learning and learning flow. And the more used self-regulated learning, the more increased learning flow. The learning flow of the gifted children was higher the more independent, the more participatory, the more used behavioral and personal self-regulated learning strategies. The learning flow of the general elementary children was higher the more participatory, the more used environmental and personal self-regulated learning strategies.