• KSII Transactions on Internet and Information Systems (TIIS)
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• 제14권2호
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• pp.702-723
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• 2020

The application of machine learning (ML) in intrusion detection has attracted much attention with the rapid growth of information security threat. As an efficient multi-label classifier, kernel extreme learning machine (KELM) has been gradually used in intrusion detection system. However, the performance of KELM heavily relies on the kernel selection. In this paper, a novel multiple kernel extreme learning machine (MKELM) model combining the ReliefF with nature-inspired methods is proposed for intrusion detection. The MKELM is designed to estimate whether the attack is carried out and the ReliefF is used as a preprocessor of MKELM to select appropriate features. In addition, the nature-inspired methods whose fitness functions are defined based on the kernel alignment are employed to build the optimal composite kernel in the MKELM. The KDD99, NSL and Kyoto datasets are used to evaluate the performance of the model. The experimental results indicate that the optimal composite kernel function can be determined by using any heuristic optimization method, including PSO, GA, GWO, BA and DE. Since the filter-based feature selection method is combined with the multiple kernel learning approach independent of the classifier, the proposed model can have a good performance while saving a lot of training time.

• Journal of Information Technology Applications and Management
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• 제17권1호
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• pp.35-54
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• 2010

Why does e-Learning service for individuals remain in the early development stage? To find the answers of this question, we adopted usefulness and intention to continued use as dependent variables based on technology acceptance model and inferred convenience, cost-effectiveness, social presence, interactivity, concentration, and procrastination as independent variables based on literature review and interview with e-Learning users. Convenience and cost-effectiveness of e-Learning tend to enhance usefulness and/or intention to continued use, while lack of social presence, interactivity, and concentration of e-Learning and academic procrastination tend to hinder usefulness and/or intention to continued use. To prove this research model, we used a data set collected from the survey. The respondents of survey were the undergraduate students who used voluntarily e-Learning. Data analysis was conducted using 275 respondents by partial least square. The analysis result of causal relation indicated that convenience and cost-effectiveness influenced both usefulness and intention to continued use, and that cost-effectiveness and concentration influenced only intention to continued use. But, interactivity and procrastination did not influence usefulness and intention to continued use.

• 수산해양교육연구
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• 제25권4호
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• pp.915-927
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• 2013

This study aimed to discover the affective ability of students by applying a thematic project model concerning the marine field unit of science for third grade middle school students from among diverse methods of realizing STEAM education. Also, based on this, STEAM education is a new type of learning including the process of exploring by oneself, presenting, discussing and mutually evaluating by becoming an independent person in learning As the results of the study are as follows: First, the STEAM class applied with a thematic project model was discovered to promote a learning attitude toward science by learners. Second, the STEAM class applied with a thematic project model was shown to be effective in improving the self-directed learning characteristics of learners. Third, STEAM education applied with a thematic project model was found to promote learners' motivation for learning science. This may be an effective method for learners who have felt difficulty in the science curriculum or have not been interested in the curriculum by triggering voluntary motivation.

• 기본간호학회지
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• 제24권1호
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• pp.39-50
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• 2017

Purpose: The purpose of this study was to identify the effects simulation-based education combined team-based learning (SBE combined TBL) compared to simulation-based education (SBE) on undergraduate nursing students. Methods: A non-equivalent control group design with pre-and posttest measures was used. The participants in the study were 181 students. The SBE combined TBL group consisted of 84 senior students in 2013, and the SBE group consisted of 97 seniors in 2014. Collected data were analyzed using chi-square, independent t-test and ANCOVA with the statistical package SPSS 22.0 for Windows. Results: There was a significant improvement in communication skills, nursing performance confidence, team efficacy, and team performance scores in the SBE combined TBL group compared to the SBE group (t=2.45, p=.015; F=4.30, p=.040; t=3.06, p=.003; t=8.77, p<.001). However, there was no statistically significant difference in self-directed learning between the groups. Conclusion: SBE combined TBL compared to SBE is an effective teaching and learning method to enhance various positive educational outcomes for nursing students. Therefore, we suggest that future studies investigate the development of an integrated course in which team-based learning is applied to theoretical sessions and simulation-based training.

• 디지털산업정보학회논문지
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• 제13권3호
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• pp.149-165
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• 2017

This study is to discover and substantiate the casual relation between Learning Organization and Organizational Citizenship Behavior, with Supervisor Trust used as moderating variable. Learning Organization and Organization Citizenship Behavior are used, respectively, as independent and dependent variable, Supervisor Trust as moderating variable. The data for this study was collected from 340 public officials who participated in the training program. Data collection tools were used to collect structured questionnaire questionnaires, and dissemination and retrieval of questionnaires were carried out over 6 weeks from February 6 to March 10, 2017. Of the questionnaire distributed, the questionnaire was finally recovered from the questionnaire, with a recall rate of 91.8 %, showing a very high rate of recall. The result showed that Learning Organization is a significant factor for Organization Citizenship Behavior and also that Supervisor Trust plays a role in the control of the relationship between Learning Organization and Organization Citizenship Behavior; thus, in order for Public Organizations to achieve advanced competitiveness, vitalizations of Learning Organization is important.

• 전자공학회논문지CI
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• 제48권5호
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• pp.83-87
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• 2011

나이브 베이시안은 기계학습에서 많이 사용되고 상대적으로 좋은 성능을 보인다. 하지만 전통적인 나이브 베이시안 학습의 환경은 두 가지의 가정을 기반으로 학습을 수행한다: (1) 각 속성들의 값은 서로 독립적이다. (2) 각 속성들의 중요도는 동일하다. 본 연구에서는 각 속성의 중요도가 동일하다는 가정에 대하여 새로운 방법을 제시한다. 즉 각 속성은 현실적으로 다른 중요도를 가지며 본 논문은 나이브 베이시안에서 각 속성의 중요도를 계산하는 새로운 방식을 제안한다. 제안된 알고리즘은 다수의 데이터를 이용하여 기존의 나이브 베이시안과 SBC 등의 다른 확장된 나이브 베이시안 방법들과 비교하였고 대부분의 경우에 더 좋은 성능을 보임을 알 수 있었다.

• 한국간호교육학회지
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• 제25권2호
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• pp.163-172
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• 2019

Purpose: The purpose of this study was to identify the effects of nursing students' belongingness and self-esteem on self-directed learning in clinical practice. Methods: The participants were 163 senior nursing students. Using a structured-questionnaire, data were collected from September to October 2016. Data were analyzed using independent t-test, ANOVA, $Scheff\acute{e}$, test Pearson's correlation coefficients, and multiple linear regression. Results: Self-directed learning in clinical practice had statistically significant correlation with belongingness (r=.47, p<.001) and self-esteem (r=.52, p<.001). Factors affecting self-directed learning were self-esteem (${\beta}=.38$, p<.001), belongingness (${\beta}=.30$, p<.001), and more than 5 members of clinical practice (${\beta}=.15$, p=.017). These three variables explained 35% of self-directed learning. Conclusion: In order to enhance self-directed learning in clinical practice of nursing students, nursing schools should provide training to increase self-esteem in nursing students. In addition, an appropriate number of students should be considered, so that they can have a well-developed sense of belonging to clinical practice.

• 한국학교ㆍ지역보건교육학회지
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• 제23권2호
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• pp.39-50
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• 2022

Objectives: This study aimed to confirm the association between self-determination and self-directed learning among Korean nursing students, as well as the mediating effect of academic self-efficacy. Methods: Data from 139 nurse students were surveyed in this descriptive cross-sectional study. They were collected from Oct 1 to 30, 2020, using self-report questionnaires. The collected data were analyzed using descriptive statistics, independent t-test, one-way analysis of variance, Scheffé test, Pearson's correlation coefficient analysis, and mediated model for PROCESS macro using the SPSS/WIN 24.0. Results: Self-directed learning was positively associated with self-determination (r=.56, p<.001) and academic self-efficacy (r=.63, p<.001). Furthermore, academic self-efficacy had a mediating effect on the relationship between self-determination and self-directed learning (B=0.21, 95% CI=0.12~0.32). Conclusion: The impact of self-determination on the self-directed learning among nursing students was mediated by academic self-efficacy. Therefore, these results provide important data for future self-directed learning in nursing education.

• 한국간호교육학회지
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• 제30권3호
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• pp.232-241
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• 2024

Purpose: The purpose of this study was to analyze the influence of self-directed learning ability and self-leadership on the learning satisfaction and academic achievement of nursing students who experienced blended learning. Methods: This research was conducted from June 29 to July 17, 2023, targeting nursing students from three universities in Seoul, Gyeonggi, and Incheon who had experienced blended learning. The collected data were analyzed using a independent t-test, ANOVA, Pearson's correlation coefficient, and multiple regression utilizing IBM SPSS 25.0. Results: Self-directed learning ability, self-leadership, learning satisfaction, and academic achievement were all found to have positive correlations. The research variables that showed a significant effect on learning satisfaction were self-directed learning ability (β=.34, p<.001) and self-leadership (β=.19, p=.041), and the explanatory power was 28.0%. The research variable that showed a significant effect on academic achievement was self-directed learning ability (β=.56, p<.001), with an explanatory power of 40.0%. Conclusion: To effectively apply blended learning to nursing students in the rapidly changing field of nursing education, it is important to analyze learner factors such as self-directed learning ability and self-leadership. Continuing research is needed to explore the learner factors that influence learning satisfaction and academic achievement, and systematic educational programs that can improve these factors will have to be applied.

• 한국초등수학교육학회지
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• 제11권2호
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• pp.177-197
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• 2007

본 연구에서는 Saito Noboru(재등 승(齋藤 昇)) 교수에 의해 실천 연구되었던 등산학습법 - 학습 요소 사이의 관계 및 전체 학습 내용의 체계적, 구조적 관계를 파악할 수 있도록 학습구조차트를 활용한 학습 방법 - 을 초등학교 저학년과 고학년 학생들에게 적용하는 실험 수업을 통해, 등산학습법이 학습자의 수학 학습에 미치는 영향을 살펴보고자 하였다.