• Title/Summary/Keyword: Single-Learner

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A Combination of Signature-based IDS and Machine Learning-based IDS using Alpha-cut and Beta pick (Alpha-cut과 Beta-pick를 이용한 시그너쳐 기반 침입탐지 시스템과 기계학습 기반 침입탐지 시스템의 결합)

  • Weon, Ill-Young;Song, Doo-Heon;Lee, Chang-Hoon
    • The KIPS Transactions:PartC
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    • v.12C no.4 s.100
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    • pp.609-616
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    • 2005
  • Signature-based Intrusion Detection has many false positive and many difficulties to detect new and changed attacks. Alpha-cut is introduced which reduces false positive with a combination of signature-based IDS and machine learning-based IDS in prior paper [1]. This research is a study of a succession of Alpha-cut, and we introduce Beta-rick in which attacks can be detected but cannot be detected in single signature-based detection. Alpha-cut is a way of increasing detection accuracy for the signature based IDS, Beta-pick is a way which decreases the case of treating attack as normality. For Alpha-cut and Beta-pick we use XIBL as a learning algorithm and also show the difference of result of Sd.5. To describe the value of proposed method we apply Alpha-cut and Beta-pick to signature-based IDS and show the decrease of false alarms.

Perception on Career Barriers among Cyber University Students: Focusing on Demographic Characteristics (사이버대학생의 진로장벽 지각 -배경변인별 차이를 중심으로-)

  • Lee, Ji Hye;Gwak, Yoon Jung
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.10
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    • pp.46-54
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    • 2018
  • The purpose of this study is to compare and analyze differences of perceived career barriers based on demographic characteristics of cyber university students. The results of this study will provide a valuable basis for guiding adult learners in their career development. Subjects included 937 adult learners at cyber universities in Seoul, Korea, aged 20 and above. Results were as follows: The level of career barriers perceived by females aged 20-29 who were unemployed and single were higher than that of males aged 30 to 59 who were employed and married. Female students were higher in 'anxiety of future', 'lack of interest', 'lack of job information', 'interpersonal difficulty'. The only component in which subjects aged 50-59 perceived higher than other age groups was 'conflict with important people'. There was no significant differences by grade. These results imply that the perception of the career barriers of adult learners should be considered in customizing career development programs and career counselling.

A Meta-Analysis on the Effects of Educational Programming Language (교육용프로그래밍언어의 효과에 관한 메타분석)

  • Jin, Young-Hak;Kim, Yung-Sik
    • The Journal of Korean Association of Computer Education
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    • v.14 no.3
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    • pp.25-36
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    • 2011
  • The purpose of this study was to analyze the effects of educational programming language(EPL) using the meta-analysis method. In order to achieve the purpose of this study, t-test and F-test were performed for the effect size differences between the variables. The results of the study were as follows: First, EPL turned out to be highly effective in improving learning effects. The total mean of effect size was as big as 1.01 and the value of $U_3$ was 84.38%. EPL increased the learning effect by 34.38% compared with the control group. Second, the moderator variables such as subject, publication type, and learner's school age there was no statistically significant differences. By designing the experiment nonequivalent control group pretest-posttest design showed statistically significant effect size compared with single group pretest-posttest design. Third, the mean effect sizes of the dependent variables were as follows: Creativity 1.90, problem solving ability 1.25, logical thinking ability 1.18, learning motivation 0.81, and achievement 0.59. EPL showed positive effect than traditional teaching and learning method comprehensively.

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A Comparative Study of Second Language Acquisition Models: Focusing on Vowel Acquisition by Chinese Learners of Korean (중국인 학습자의 한국어 모음 습득에 대한 제2언어 습득 모델 비교 연구)

  • Kim, Jooyeon
    • Phonetics and Speech Sciences
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    • v.6 no.4
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    • pp.27-36
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    • 2014
  • This study provided longitudinal examination of the Chinese learners' acquisition of Korean vowels. Specifically, I examined the Chinese learners' Korean monophthongs /i, e, ɨ, ${\Lambda}$, a, u, o/ that were created at the time of 1 month and 12 months, tried to verify empirically how they learn by dealing with their mother tongue, and Korean vowels through dealing with pattern of the Perceptual Assimilation Model (henceforth PAM) of Best (Best, 1993; 1994; Best & Tyler, 2007) and the Speech Learning Model (henceforth SLM) of Flege (Flege, 1987; Bohn & Flege, 1992, Flege, 1995). As a result, most of the present results are shown to be similarly explained by the PAM and SLM, and the only discrepancy between these two models is found in the 'similar' category of sounds between the learners' native language and the target language. Specifically, the acquisition pattern of /u/ and /o/ in Korean is well accounted for the PAM, but not in the SLM. The SLM did not explain why the Chinese learners had difficulty in acquiring the Korean vowel /u/, because according to the SLM, the vowel /u/ in Chinese (the native language) is matched either to the vowel /u/ or /o/ in Korean (the target language). Namely, there is only a one-to-one matching relationship between the native language and the target language. In contrast, the Chinese learners' difficulty for the Korean vowel /u/ is well accounted for in the PAM in that the Chinese vowel /u/ is matched to the vowel pair /o, u/ in Korean, not the single vowel, /o/ or /u/.

Analysis on Types of Errors in Learning about Control Structures of Programming using Flowchart (순서도를 활용한 프로그래밍 제어 구조 학습에 나타난 오류 유형 분석)

  • Choe, Hyunjong
    • The Journal of Korean Association of Computer Education
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    • v.19 no.1
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    • pp.101-109
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    • 2016
  • Designing algorithms is a very important learning process in computational thinking education because it requires learner's logical and procedural thinking. But the case studies that have topics of algorithms learning and students' types of errors in learning algorithms are not enough. So the purpose of this study is to analyze students' errors that discovered in the process of learning three control structures of programming using flowchart and provide types of errors in designing algorithms. Results about tests of three types of control structures in university student's algorithms learning class showed different cases of types of errors; types of sequential control error are not presented in the class, types of conditional control error are presented in the case of setting the conditions of nested conditional control, and types of iterative control are showed in the many cases of iterative conditions, statements of single and nested iterative control structure. The results of study will be a good case study about teaching designing algorithms of computational thinking education in elementary, secondary school and university.

An Analysis of the Influence of Block-type Programming Language-Based Artificial Intelligence Education on the Learner's Attitude in Artificial Intelligence (블록형 프로그래밍 언어 기반 인공지능 교육이 학습자의 인공지능 기술 태도에 미치는 영향 분석)

  • Lee, Youngho
    • Journal of The Korean Association of Information Education
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    • v.23 no.2
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    • pp.189-196
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    • 2019
  • Artificial intelligence has begun to be used in various parts of our lives, and recently its sphere has been expanding. However, students tend to find it difficult to recognize artificial intelligence technology because education on artificial intelligence is not being conducted on elementary school students. This paper examined the teaching programming language and artificial intelligence teaching methods, and looked at the changes in students' attitudes toward artificial intelligence technology by conducting education on artificial intelligence. To this end, education on block-type programming language-based artificial intelligence technology was provided to students' level. And we looked at students' attitudes toward artificial intelligence technology through a single group pre-postmortem. As a result, it brought about significant improvements in interest in artificial intelligence, possible access to artificial intelligence technology and the need for education on artificial intelligence technology in schools.

Development and Efficacy of Psychiatric Nursing Simulation Practical Training program Using Standardized Patients (표준화 환자를 활용한 정신시뮬레이션 실습프로그램 개발 및 효과)

  • Kim, Namsuk;Kim, Soo-Jin;Song, Ji-Hyeun
    • The Journal of the Convergence on Culture Technology
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    • v.8 no.4
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    • pp.67-74
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    • 2022
  • The purpose of this study was to develop and apply a mental simulation practice program using standardized patients for nursing students and to verify the effectiveness. This study is a single-group pre- and post-design study, and a structured questionnaire was provided to 186 nursing students at a university in J for data collection. The collected data were analyzed using SPSS/WIN 27.0 program. As a result of the study, the mental simulation practice education program using standardized patients showed the subjects' communication ability (t=-2.575, p=001), learner self-efficacy (t=-2.228, p=.026) and problem-solving ability (t=-2.298, p=.017) was found to be effective. As a result of this study, it is necessary to develop and apply a simulation practice education program that creates an environment similar to the actual situation and applies various cases using the necessary resources to improve the field adaptation ability of nursing students.

The Effect of Flip Learning Learning Method on Self-directed Learning Ability, Critical Thinking Disposition, and Academic Self-efficacy of Nursing Students (플립러닝 학습법이 간호대학생의 자기주도 학습능력, 비판적 사고성향, 학업적 자기효능감에 미치는 효과)

  • Yang, Ji-Won
    • Journal of the Korea Convergence Society
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    • v.12 no.11
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    • pp.467-473
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    • 2021
  • The purpose of this study is to confirm the effect of health assessment classes applied with flip learning on self-directed learning ability, critical thinking disposition, and academic self-efficacy of nursing students. This is a comparative study before and after a single group, targeting sophomore students taking a health assessment by applying flip learning at a nursing college in K city, Gyeongsangbuk-do. The final analysis consisted of 104 subjects, and the pre-post difference was analyzed by a paired sample test. As a result, self-directed learning ability (t=-3.23, p<.01), critical thinking disposition (t=6.381, p<.001), and academic self-efficacy (t=-4.62, p<.001) were all statistically significantly increased. Based on the results of this study, it was confirmed that the flip-learning method is an effective program to enhance the self-directed learning ability, critical thinking ability, and academic self-efficacy of nursing students. In the long run, the application of the flipped learning learner will play a role in improving the educational environment and strengthening the abilities of students.

Design of Hardware(Hacker Board) for IoT Security Education Utilizing Dual MCUs (이중 MCU를 활용한 IoT 보안 교육용 하드웨어(해커보드) 설계)

  • Dong-Won Kim
    • Convergence Security Journal
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    • v.24 no.1
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    • pp.43-49
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    • 2024
  • The convergence of education and technology has been emphasized, leading to the application of educational technology (EdTech) in the field of education. EdTech provides learner-centered, customized learning environments through various media and learning situations. In this paper, we designed hardware for EdTech-based educational tools for IoT security education in the field of cybersecurity education. The hardware is based on a dual microcontroller unit (MCU) within a single board, allowing for both attack and defense to be performed. To leverage various sensors in the Internet of Things (IoT), the hardware is modularly designed. From an educational perspective, utilizing EdTech in cybersecurity education enhances engagement by incorporating tangible physical teaching aids. The proposed research suggests that the design of IoT security education hardware can serve as a reference for simplifying the creation of a security education environment for embedded hardware, software, sensor networks, and other areas that are challenging to address in traditional education..

The Effects of Learning Transfer on Perceived Usefulness and Perceived Ease of Use in Enterprise e-Learning - Focused on Mediating Effects of Self-Efficacy and Work Environment - (지각된 유용성과 사용용이성이 기업 이러닝 교육의 학습전이에 미치는 영향에 관한 연구 -자기효능감과 업무환경의 매개효과를 중심으로-)

  • Park, Dae-Bum;Gu, Ja-Won
    • Management & Information Systems Review
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    • v.37 no.3
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    • pp.1-25
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    • 2018
  • This research performed the empirical test for the effects of learning transfer on perceived usefulness, perceived ease of use, self-efficacy and work environment using 390 employees who have experienced e-learning in domestic and foreign companies. Analyzed the mediating effects of self-efficacy and work environment in addition to direct effect of each factor on learning transfer. The results showed that perceived usefulness and perceived ease-of-use of e-learning learner had a positive(+) effect on self-efficacy and a positive influence on supervisor and peer support and organizational climate. Self-efficacy showed a positive effect on learning transfer, and supervisor support, peer support and organizational climate had a positive influence on learning transfer as well. Perceived usefulness also had a positive effect on learning transfer. However, perceived ease-of-use had no significant effect on learning transfer. As a result of the mediating effect analysis, self-efficacy and work environment were analyzed to have mediating effects between perceived usefulness, perceived ease of use, and learning transfer. The implications of this study are as follows. First, this study designed a new research model that reflects factors influencing the effect of learning transfer on acceptance of e-learning that is common in corporate education. It has derived a research model of perceived usefulness and perceived ease-of-use, which were used as mediating variables for external characteristics factors, as independent variables, using self-efficacy and work environment as mediating variables, which were studied as external factors. Second, most of the studies on technology acceptance model and learning transfer are conducted in a single country. The reliability was enhanced by testing the study models using different samples from 26 countries. Third, perceived usefulness and ease-of-use in existing studies have been considered as key determinants of acceptance intention and learning transfer. This study explored the mediating effects of learner and environmental factors on the accepted information technology and strengthened and supplemented the path of learning transfer of perceived usefulness and ease-of-use. In addition, based on the sample analysis of various countries used in this study, it is expected that future international comparative studies will be possible.