• KSII Transactions on Internet and Information Systems (TIIS)
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• v.17 no.11
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• pp.3099-3120
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• 2023

The present fast-moving era brings a serious stress issue that affects elders and youngsters. Everyone has undergone stress factors at least once in their lifetime. Stress is more among youngsters as they are new to the working environment. whereas the stress factors for elders affect the individual and overall performance in an organization. Electroencephalogram (EEG) based stress level classification is one of the widely used methodologies for stress detection. However, the signal processing methods evolved so far have limitations as most of the stress classification models compute the stress level in a predefined environment to detect individual stress factors. Specifically, machine learning based stress classification models requires additional algorithm for feature extraction which increases the computation cost. Also due to the limited feature learning characteristics of machine learning algorithms, the classification performance reduces and inaccurate sometimes. It is evident from numerous research works that deep learning models outperforms machine learning techniques. Thus, to classify all the emotions based on stress level in this research work a hybrid deep learning algorithm is presented. Compared to conventional deep learning models, hybrid models outperforms in feature handing. Better feature extraction and selection can be made through deep learning models. Adding machine learning classifiers in deep learning architecture will enhance the classification performances. Thus, a hybrid convolutional neural network model was presented which extracts the features using CNN and classifies them through machine learning support vector machine. Simulation analysis of benchmark datasets demonstrates the proposed model performances. Finally, existing methods are comparatively analyzed to demonstrate the better performance of the proposed model as a result of the proposed hybrid combination.

• Knowledge Management Research
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• v.12 no.2
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• pp.17-34
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• 2011

As organization's success depends on how much employees are active in recognizing new knowledge and transform into organization's value, this study is to examine the influence of employees' self-directed learning capacity on organizational absorptive capacity, organizational commitment and job involvement. The study has shown that managerial level employees have high level of self-directed learning capacity, and employees who have such high level capacity also shown to have high level of absorptive capacity and organizational affective commitment and job involvement. There were static correlations between all the variables, and absorptive capacity has a complete meditated effect on each variables. Hence, in order to enhance absorptive capacity, organizations should put their effort to develop employees' self-directed learning capacity, which will not only improve individual competency but also lead to organization's success in this competitive global market.

• Journal of Digital Convergence
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• v.10 no.7
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• pp.173-178
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• 2012

This paper presents research analyzed contents in center of awareness of research ethics and learning ethics of B university students. The presented data get from cognition level questions of research ethics and learning ethics in the purpose of establishing educational directions of research-learning ethics for B university students, and recognize ethics awareness level of students, necessity of ethics education from cognition level analysis. The research results will be useful guideline for ethics educations of B university.

• Journal of the Korean Society of Earth Science Education
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• v.5 no.3
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• pp.225-234
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• 2012

The Purpose of this study is searching the effect of the flow level increasing by using flow learning on scientific achievement and attitude toward science in 4rd grade elementary school student's scientific learning factors, and the better way to approach scientific institude than now in used. Participants included 52 elementary school students. For this study, two classes were divided into experimental class and control class. The control class takes a regular instructions and the experimental class takes a flow learning instructions. Two chapter were selected, 'Plant's World' and 'Fossil and Rock', for this study. Students were treated for 18 hours. The results were as follows: First, flow learning related program about plant's world, fossil and rock is increasing 4rd grade elementary school students' flow level in science class. Second, students are not increasing their scientific achievement according to increasing their flow level. Third, students are not increasing their attitude toward science according to increasing their flow level. But in attitude toward scientific inquiry, adoption of attitude toward science and preference of job related science subordinated, students are increasing subordinate factors of attitude toward science.

• Educational Technology International
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• v.22 no.1
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• pp.57-85
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• 2021

The purpose of this study was to identify learners' perception of teaching activities in online classes that were forcibly switched due to COVID-19, and to compare and analyze differences in importance and performance of online teaching activities according to the level of self-directed learning in university students. To address these goals, 31 university students who took courses operated as online classes at university participated in this study, and the collected data were analyzed according to IPA procedures and methods. As a result, for online teaching activities, class attendance check and encouragement, clarity of class objectives, the ability to deliver the content of learning, and the ability of the instructor to deliver lectures were identified as factors to be constantly emphasized. Depending on the level of self-directed learning, there were significant differences between importance and performance in high level learners' interaction strategy with instructor, interaction strategy with learner, and timely provision of instructor's feedback. On the other hand, there was no significant difference between the importance and performance of online teaching activities for learners with a low level of self-directed learning. Based on these research results, several implications for the design of effective online teaching activities in future university education were proposed.

• Journal of the Korea Convergence Society
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• v.11 no.4
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• pp.195-201
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• 2020

The purpose of this study is to examine an influence of university students' openness to diversity on learning agility, career decision level and the mediating effect of learning agility. The survey questionnaire was distributed to 215 university students who are majoring in airline cabin service management and SPSS 23.0, AMOS 23.0 program was used for statistical analysis of the data. The results of this study are as follows: First, openness to diversity has a positive effect on learning agility. Second, learning agility has a positive effect on career decision level. Third, learning agility has a full mediating effect between openness to diversity and career decision level. These results show that the more students enhance their openness to diversity and learning agility, the more students enhance their career decision level.

• Journal of the Korean Society of School Health
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• v.25 no.1
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• pp.95-104
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• 2012

Purpose: In an attempt to investigate the differences in the level of stress & mental health between extracurricular learning group and non-extracurricular learning group and level of stress and mental health by the extracurricular learning-related characteristics, this study was carried out in upper grade elementary students. Method: The subjects were 241 students living in 4 small towns in 4th, 5th and 6th grade elementary students. The data were collected by using the questionnaires, and analyzed by SPSS/WIN 12.0 program. Results: First, 64.7% of subjects were receiving extra-curricular learning, and extracurricular learning contents were the main curriculum and foreign language classes in many cases. Second, there were no differences in the level of stress and mental health between extracurricular learning group and non-extracurricular learning group, but also in the area of stress as physical, mental, emotional and behavioral stress. Third, extra-curricular learning satisfaction and learning effects are the major factor affecting mental and emotional stress and mental health. In other words, the group with high satisfaction and effectiveness by extra-curricular learning was less mentally and emotionally stressed and better for mental health than low group. Also, days per week for extracurricular learning affected physical stress and intention to continue extracurricular learning affected mental stress. Fourth, factors affecting whether the intention to continue extracurricular learning were the sex, decision-makers about whether they receive extracurricular learning, extracurricular learning satisfaction and duration of extracurricular learning. Conclusion: From the above results, The fact that the upper grade elementary school students receiving the extracurricular learning did not affect on the stress and mental health. In case of extracurricular group, the effectiveness and satisfaction about extra-curricular learning were major factors affecting mental and emotional stress as well as mental health.

• Proceedings of the Korean Institute of Intelligent Systems Conference
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• 1993.06a
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• pp.1054-1057
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• 1993

A direct method of fuzzy inference and a fuzzy algorithm with learning function are applied to the steam generator level control of nuclear power plant. The fuzzy controller by use of direct inference can control the steam generator in the entire range of power level. There is a little long response time of fuzzy direct inference controller at low power level. The rule base of fuzzy controller with learning function is divided into two parts. One part of the rule base is provided to level control of steam generator at low power level (0%∼30% of full power). Response time of steam generator level control at low power level with this rule base is shown generator level control at low power level with this rule base is shown to be shorter than that of fuzzy controller with direct inference.

• The Journal of the Korea Contents Association
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• v.10 no.7
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• pp.429-437
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• 2010

As Web technology and functions have recently changed to a user-focused paradigm, new studies are being conducted to construct dynamic learning content that enables the learner's participation and continuous learning in the field of e-learning research and design. This paper covers a study on the degree of difficulty in learner-focused dynamic learning contents to provide efficient learning environments for its adaptation to e-learning 2.0. This study suggests DLA (Dynamic Level Adjustment) to provide learner-focused contents. The suggested system will be a guideline to control and adopt learning content that can be easily applied to the environmental change, and more in-depth future research can be performed by using the system. A dynamic learning content model was made to recognize various learning patterns of learners as a result of the performance evaluation.

• Journal of the Korean Institute of Educational Facilities
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• v.19 no.4
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• pp.11-19
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• 2012

The purpose of this study is to gauge the level of awareness of elementary, middle school, and highschool teachers regarding teaching-learning activities, learning space, and support for technology-based instruction in current and future school education, thereby providing essential data for seeking future improvements in the learning environment. Towards this end, a survey questionnaire (sectionalized into teaching-learning activities, learning space, and support for technology-based instruction) was developed. Subsequently the survey was administered to a random sampling of elementary, middle school, and highschool teachers in the Kyonggi, Kangwon, and Chonra Provinces. An in-depth analysis was conducted on the 797 questionnaire responses thus attained, focusing on the teachers' level of awareness regarding teaching-learning activities, learning space, and support for technology-based instruction, the correlation of the findings of the three areas in question, and the differences of the findings according to the circumstances of those surveyed. Based on the results, the authors of this study propose the following: First, that school administrators take into account the level of awareness of frontline teachers regarding teaching-learning activities, learning space, support for technology-based instruction. Second, efforts should be made to establish a safe and secure learning environment conducive to the synergic interplay of the three areas in question, by realizing true ICT in the classroom. Third, teachers in the classroom must endeavor to achieve a meaningful synthesis between educational programs and teaching-learning activities, as well as to serve as harbingers of improvements in the way we conduct the business of education.