• Title/Summary/Keyword: learner behavior

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A Hybrid Model of Network Intrusion Detection System : Applying Packet based Machine Learning Algorithm to Misuse IDS for Better Performance (Misuse IDS의 성능 향상을 위한 패킷 단위 기계학습 알고리즘의 결합 모형)

  • Weon, Ill-Young;Song, Doo-Heon;Lee, Chang-Hoon
    • The KIPS Transactions:PartC
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    • v.11C no.3
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    • pp.301-308
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    • 2004
  • Misuse IDS is known to have an acceptable accuracy but suffers from high rates of false alarms. We show a behavior based alarm reduction with a memory-based machine learning technique. Our extended form of IBL, (XIBL) examines SNORT alarm signals if that signal is worthy sending signals to security manager. An experiment shows that there exists an apparent difference between true alarms and false alarms with respect to XIBL behavior This gives clear evidence that although an attack in the network consists of a sequence of packets, decisions over Individual packet can be used in conjunction with misuse IDS for better performance.

Research and Implementation of U-Learning System Based on Experience API

  • Sun, Xinghua;Ye, Yongfei;Yang, Jie;Hao, Li;Ding, Lihua;Song, Haomin
    • Journal of Information Processing Systems
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    • v.16 no.3
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    • pp.572-587
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    • 2020
  • Experience API provides a learner-centered model for learning data collection and learning process recording. In particular, it can record learning data from multiple data sources. Therefore, Experience API provides very good support for ubiquitous learning. In this paper, we put forward the architecture of ubiquitous learning system and the method of reading the learning record from the ubiquitous learning system. We analyze students' learning behavior from two aspects: horizontal and vertical, and give the analysis results. The system can provide personalized suggestions for learners according to the results of learning analysis. According to the feedback from learners, we can see that this u-learning system can greatly improve learning interest and quality of learners.

A Study on Development of Robot - based Teaching-Learning Model for Improving Creativity (창의력 향상을 위한 로봇활용 교수 - 학습모형 개발 연구)

  • Jun, Woochun
    • Journal of Internet Computing and Services
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    • v.16 no.5
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    • pp.99-105
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    • 2015
  • Currently robots are widely used in schools for educational purpose. With wide spread of robot-based education, it is known that major advantage of robot-based education is to enhance creativity and logical thinking of students. Although robots can be very useful tools for assisting students' study activities, there have not been lots of teaching-learning models for robot-based education.In this paper, a teaching-learning model is presented for robot-based education. The proposed model is designed based on constructivism. The proposed model consists of 6 stages: preparation, design, assembling, demonstration run, evaluation, and application & extension. The proposed model has the following characteristics. First, the proposed model is designed to enhance creativity and logical thinking ability of learners. Learners are supposed to be involved in self-directed activities and required to provide results based on their own ideas. Teachers are supposed to mediate students only if necessary. Second, learners are encouraged to participate in activity via diverse interaction. The interaction in this model includes learner-to-learner interaction, learner-to-teacher interaction, and learner-to-expert interaction. The proposed model encourages learners to solve the problem with cooperating each other. Also, teachers are supposed to guide students if necessary and observe and monitor behavior of students all the time. Third, motivation is provided in the beginning stage of the instruction. Fourth, in the proposed model, both study results and study process are equally important. In the model, study process is reviewed at the final stage.

A study on the Safety Awareness and Safety Practice Behavior of Adult Learners: Focusing on 「Civic Safety Culture College」 in Changwon City (성인학습자들의 안전의식과 안전생활실천 연구: 창원지역 「시민안전문화대학」 중심으로)

  • PARK, Sin-Young;EO, Yong-Sook
    • Journal of Fisheries and Marine Sciences Education
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    • v.27 no.6
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    • pp.1619-1627
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    • 2015
  • The purpose of this study was to examine the relationship between the safety awareness and safety practice behavior of adult learners who participated in "civic safety culture college" was held in Changwon city. We carried out a questionnaire survey that was targeted at 150 citizens, but 132 citizens were included finally. Data collected were analyzed with SPSS 21.0 statistical program. Analysis methods were t-test, one way ANOVA, Scheffe test, Pearsons correlation coefficient, and multiple linear regression. The results were as follows. First, safety awareness point was an average of 4.17 point which was higher levels. Area showing the highest safety awareness was fire safety. Safety practice behavior point was an over intermediate level of an average of 3.58 point. Second, safety practice behavior had statistically significant difference according to sex(t=2.58, p=.01), education(t=-2.57, p=.01), job(t=-1.96, p=.05), housing(t=3.65, p<.001). Third, there was a positive correlation between home safety awareness(r=.28, p<.001), traffic safety awareness(r=.37, p<.001), fire safety awareness(r=.37, p<.001), emergency care awareness(r=.45, p<.001) and safety practice behavior. Fourth, safety practice behavior was related to the emergency care awareness(${\beta}$=.34, p=.002), this factor accounted for 19.5% of the variability of the safety practice behavior. These results are expected to be very important baseline data for many different businesses and program development for strengthening of safety awareness and spreading of safety culture in Changwon city.

Learning Behavioral Differences of e-Learning depending on Learners' Characteristics & Learning Experiences (학습자 특성 및 수강 경험에 따른 e-Learning의 학습행태 차이 분석)

  • Lee, Sookyoung;Kwon, Soung-Youn;Ko, Ki-Jung;Lim, Young-Taek
    • The Journal of Korean Association of Computer Education
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    • v.10 no.2
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    • pp.49-64
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    • 2007
  • This research aims to investigate e-Learning behavior and its different features which may vary depending on learners' characteristics and their prior e-Learning experiences. For this purpose, a survey was conducted for adult learners who had e-Learning experiences. It included various questions including place, time and process of e-Learning. The result showed that features of e-Learning behavior varies according to learner characteristics, such as gender, educational background, and their work experiences. It also revealed that work environment and the nature of e-Learning courses are influential factors for their learning behavior.

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Design & Evaluation of an Intelligent Model for Extracting the Web User' Preference (웹 사용자의 선호도 추출을 위한 지능모델 설계 및 평가)

  • Kim, Kwang-Nam;Yoon, Hee-Byung;Kim, Hwa-Soo
    • Journal of the Korean Institute of Intelligent Systems
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    • v.15 no.4
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    • pp.443-450
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    • 2005
  • In this paper, we propose an intelligent model lot extraction of the web user's preference and present the results of evaluation. For this purpose, we analyze shortcomings of current information retrieval engine being used and reflect preference weights on learner. As it doesn't depend on frequency of each word but intelligently learns patterns of user behavior, the mechanism Provides the appropriate set of results about user's questions. Then, we propose the concept of preference trend and its considerations and present an algorithm for extracting preference with examples. Also, we design an intelligent model for extraction of behavior patterns and propose HTML index and process of intelligent learning for preference decision. Finally, we validate the proposed model by comparing estimated results(after applying the Preference) of document ranking measurement.

A Diagnostic Study on High School Students' Health and Quality of Life - Based on the PRECEDE model - (고등학생의 건강 및 삶의 질에 대한 진단적 연구 - PRECEDE 모형을 근간으로 -)

  • Yoo Jae-Soon;Hong Yeo-Shin
    • The Journal of Korean Academic Society of Nursing Education
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    • v.3
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    • pp.78-98
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    • 1997
  • Health education, as the most fundamental concept for national health promotion, alms for developing the self-care ability of the general public. High school days are regarded as the period when most important physical, mental and social developments occur, and most health-related behaviors are formed. School health education is one of the major learning resources influencing health potential in the home and community as well as for the individual student. High school health education in Korea has a fundamental systemic flaw in that health-related subjects are divided and taught under various subjects areas at school. In order to achieve the goal of school health education, it is essential to make a systematic assessment of the learner's concerns connected with his health and life, and the factors affecting them. So far, most of the research projects that had been carried out for improving high school health education were limited in their concerns to a particular aspect of health. Even though some had been done in view of comprehensive school health education, they failed to Include a health assessment of the learner. Therefore, in this study the high school students' concerns related to health and life were investigated in the first place on the basis of the PRECEDE model, developed by Green and others for the purpose of a comprehensive diagnostic research on high school health education. This study was done in two steps : one was the basic study for developing research instrument and the other was the main one. The former was conducted at five high schools in Seoul and Cheongju for 2 months-beginning in March, 1996. The students were asked to respond to questions related to their health and lives in unstructured open-ended question forms. On the basis of analysis of the basic study, the diagnostic instruments for the quality of life, health problems, health behavior and educational factors were constructed to be used for the collection of data for main study. An expert panel and the pilot study were used to improve content validity and reliability of the instruments. The reliability of the instruments was measured at between .7697 and .9611 by the Cronbach $\alpha$. The data for this study were collected from the sample consisted of the junior and senior classes of twenty general and vocational high schools in Seoul and Cheongju for two months period beginning in July, 1996. In analyzing the data, both t-test and $X^2$-test were done by using SAS-$PC^+$ Program to compare data between the sexes of the high school students and the types of high school. A canonical correlation analysis was carried out to determine the relationships among the diagnostic variables, and a multivariate multiple regression analysis was conducted by using LISREL 8.03 to ascertain the influences of variables on the high school students' health and quality of life. The results were as follows : 1) The findings of the hypothesis tests (1) The canonical correlation between the educational diagnosis variables and behavioral, epidemiological, social diagnosis variables was .7221, which was significant at the level of p<.001. (2) The canonical correlation between the educational diagnosis variables and the behavior variables was .6851, which also was significant (p<.001). (3) The canonical correlation between the behavioral diagnosis variables and the epidemiological variables was 4295, which was significant (p<.001). (4) The canonical correlation between the epidemiological diagnosis variables and the social variables was .6005, which was also significant (p<.001). Therefore, the relationship between each diagnosis variable suggested by the PRECEDE model had been experimentally proven to be valid, supporting the conceptual framework of the study as appropriate for assessing the multi-dimensional factors affecting high school students' health and quality of life. Health behavior self-efficacy, the level of parents' interest and knowledge of health, and the level of the perception of school health education, all of which are the educational diagnostic variables, are the most influential variables in students' health and quality of life. In particular, health behavior self-efficacy, a causative factor, was one of the main influential variables in their health and quality of life. Other diagnostic variables suggested in the steps of the PRECEDE model were found to have reciprocal relations rather than a unidirectional causative relationship. The significance of this research is that it has diagnosed the needs of high school health education by the learner-centered assessment of variety of factors related to the health and the life of the students. This research findings suggest an integrated system of school health education to be contrived to enhance the effectiveness of the education by strengthening the influential factors such as self-efficacy to improve the health and quality of the lives of high school students.

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The Learning Behavior of K-MOOC Learners and K-MOOC Service Recommendations (K-MOOC 학습자의 학습행태 분석 및 서비스 방향성 연구)

  • Ahn, Jun Hoo;Lee, Jee Yeon
    • Journal of the Korean Society for information Management
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    • v.37 no.3
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    • pp.221-252
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    • 2020
  • According to the participants, the current K-MOOC (Korean Massive Open Online Course) has a few problems, such as too few courses, low content quality, and useless learner management system compared to MOOCs abroad. These problems caused diminished learner motivation. Consequently, the K-MOOC service has recorded a low course completion rate despite high expenses spent to develop the contents and thus requires remedies to fix the issues. This study drew research subjects from a pool of college and graduate students representing the primary users of the K-MOOC. This study limited the research scope to the four categories: motivation, learning experience, recognition, and performance of the Biggs' 3P Learning System Model. Based on the literature review, ten variables were selected and explored how the subjects perceived four categories using the survey questionnaire. This study also examined the relationship between ten variables and generated suggestions for the instructors, course managers, and platform developers to make the K-MOOC better.

Instructional Motivation and Response According to Cognitive Style after Application of Computer Assisted Instruction(CAI) for College Student Nurses (일부 간호대학생의 인지 양식에 따른 CAI 학습후 학습동기와 학습평가 비교)

  • Sung Myung-Sook;Lee Jung-In;Ro Seung-Ok
    • Journal of Korean Academy of Fundamentals of Nursing
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    • v.8 no.2
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    • pp.220-233
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    • 2001
  • Purpose: This study was done to identity the degree of instructional motivation and response after application of CAI in the student nurses' fundamental nursing course. Method: The subjects of this study were 77 student nurses and the data was collected from October, 7th to 17th in 1997. The examination sheet for cognitive style and a questionnaire to evaluate the degree of instructional motivation were used to collect data. Result : 1) It was found that the degree of instructional motivation of the learner was higher in the CAI class. (134.23/170) 2) After CAI, the learners expressed relatively higher satisfaction in understanding, interest, degree of difficulty, number of problems, icons, and extra information. 3) It was found that 53 learners(68.8%) were field independent-cognitive learners and 24 learners(31.2%) were field dependent-cognitive learners. 4) Among the instructional responses according to the cognitive behavior of the learner after CAI, there were significant differences in reasons for understanding the computer program, interest in the computer program class, and the number of students assigned to each computer. 5) There were no significant difference between cognitive style and instructional motivation. Conclusion: The CAI effect for nursing students fundamental nursing course have been positive evaluated. CAI in nursing education is becoming very available and needs to develop effective CAI and use not only fundamental nursing course but also another nursing education programs.

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Education Platform for Real Estate Industry on the Fourth Industrial Revolution : Proposing the Smart Space EduPlatform (4차 산업혁명시대 부동산 산업을 위한 교육플랫폼 연구: Smart Space EduPlatform 제안)

  • Lee, Jin-Kyung
    • Informatization Policy
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    • v.26 no.1
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    • pp.46-61
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    • 2019
  • The Fourth Industrial Revolution has been revolutionizing industry and education. This paper proposes an education platform, Smart Space EduPlatform (SSEP), for the real estate industry, aimed at educating the basic real estate technology (RETech) for workers in the real estate industry so they can achieve the highest and best use of the real estate in the smart environment. The habitat of SSEP is driven by the donation system ensuring sustainability, various technical functions such as tools for content production and learning participation, and learning behavior frameworks each in form of a learner, a teacher, and a helper. Services of SSEP consist of 17 important RETech lectures under 6 categories-planning and design, decision-making, management, economics, construction, and equipment-and project-based learning (PBL) curriculums. The lectures are provided along with video contents, additional learning materials and learning management service, while teachers' workshops, learner invitation and registration management, curriculum operation services are offered for the PBL curriculums.