• Title/Summary/Keyword: Team Learning Behavior

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Malware Application Classification based on Feature Extraction and Machine Learning for Malicious Behavior Analysis in Android Platform (안드로이드 플랫폼에서 악성 행위 분석을 통한 특징 추출과 머신러닝 기반 악성 어플리케이션 분류)

  • Kim, Dong-Wook;Na, Kyung-Gi;Han, Myung-Mook;Kim, Mijoo;Go, Woong;Park, Jun Hyung
    • Journal of Internet Computing and Services
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    • v.19 no.1
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    • pp.27-35
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    • 2018
  • This paper is a study to classify malicious applications in Android environment. And studying the threat and behavioral analysis of malicious Android applications. In addition, malicious apps classified by machine learning were performed as experiments. Android behavior analysis can use dynamic analysis tools. Through this tool, API Calls, Runtime Log, System Resource, and Network information for the application can be extracted. We redefined the properties extracted for machine learning and evaluated the results of machine learning classification by verifying between the overall features and the main features. The results show that key features have been improved by 1~4% over the full feature set. Especially, SVM classifier improved by 10%. From these results, we found that the application of the key features as a key feature was more effective in the performance of the classification algorithm than in the use of the overall features. It was also identified as important to select meaningful features from the data sets.

A Study on the Web Based Collaborative Learning Systems (웹기반 협동학습시스템의 활용에 관한 연구)

  • Lee, Dong-Hoon;Lee, Sang-Kon;Lee, Ji-Yeon
    • The Journal of Korean Institute for Practical Engineering Education
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    • v.2 no.1
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    • pp.64-70
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    • 2010
  • The purpose of this study is to understand students' use intentions of Web Based Collaborative Learning (WBCL) system. To meet this purpose, we developed a research model based on the Decomposed TPB. This model contains 5 influencing factors: Explicit social influence(EXSI) and Implicit social influence(IMSI), Perceived Usefulness (PU), Perceived easy of use(PEOU), Perceived Playfulness(PP). Data was collected 254 university students from two different institutions. Also, the analysis is conducted to do the hypothesis testing by using PLS 3.0. The result shows that influence factors except PEOU have a important and significant impact on user Behavior Intention(BI). Using WBCL system and learning tool, team leader(that is referent) and members can be a good interaction. For these same reasons, We found that especialy Explicit social influence(EXSI) and Implicit social influence(IMSI) are special influence factors in reference group.

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A Survey of Student Satisfaction with a Portfolio Process and Assessment (포트폴리오 과정 및 평가에 대한 학생의 만족도조사)

  • Yoo, Dong-Mi;Han, Jae-Jin;Eo, Eun-Kyung
    • Korean Medical Education Review
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    • v.16 no.1
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    • pp.42-49
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    • 2014
  • The purposes of this study were to identify and analyze students' attitudes and satisfaction to the portfolio process and assessment for the Introduction to Clinical Medicine course at Ewha Womans University School of Medicine in Seoul, Korea. The subjects consisted of 64 medical school students. Questionnaires consisting of 20 5-point Likert-type items were developed, including three question domains: 1) orientation, 2) portfolios in general, 3) individualized feedback. The mean and median were found and frequency analysis was performed to identify the common characteristics of the participants. A major finding was that 54.7% of the respondents felt that the self-reflection involved in building the portfolio was a valuable learning experience. Plus, the majority of respondents perceived that the individualized feedback had a positive tone and its contents were specific, practical, and constructive. The students perceived that building and writing portfolios heightened their understanding of exit learning outcomes and enhanced their reflective thinking and self-directed learning skills. Meanwhile, some students perceived that there was too much paperwork in the portfolio process and that the process was time consuming. Furthermore, 32.8% of the respondents said that they had difficulty establishing their learning strategies by themselves and self-directing their learning during the portfolio process. In conclusion, it is expected that building a portfolio can help students not only to enhance their ability to accumulate and use their personal learning resources but also to develop the professional qualities required by doctors, such as self-directed learning, self-reflection, lifelong learning, team work, organizational skills, time management and prioritization, and professional thinking and behavior.

Demand Forecasting Model for Bike Relocation of Sharing Stations (공유자전거 따릉이 재배치를 위한 실시간 수요예측 모델 연구)

  • Yoosin Kim
    • Journal of Internet Computing and Services
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    • v.24 no.5
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    • pp.107-120
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    • 2023
  • The public bicycle of Seoul, Ttareungyi, was launched at October 2015 to reduce traffic and carbon emissions in downtown Seoul and now, 2023 Oct, the cumulative number of user is upto 4 million and the number of bike is about 43,000 with about 2700 stations. However, super growth of Ttareungyi has caused the several problems, especially demand/supply mismatch, and thus the Seoul citizen has been complained about out of stock. In this point, this study conducted a real time demand forecasting model to prevent stock out bike at stations. To develop the model, the research team gathered the rental·return transaction data of 20,000 bikes in whole 1600 stations for 2019 year and then analyzed bike usage, user behavior, bike stations, and so on. The forecasting model using machine learning is developed to predict the amount of rental/return on each bike station every hour through daily learning with the recent 90 days data with the weather information. The model is validated with MAE and RMSE of bike stations, and tested as a prototype service on the Seoul Bike Management System(Mobile App) for the relocation team of Seoul City.

Relationship Between Major Satisfaction, Career Decision Autonomy, and Career Search Behavior of Nursing College Students in Clinical Practice Experience (임상실습경험 간호대학생의 전공 만족도, 진로결정자율성 및 진로탐색행동의 관계)

  • Lee, Yu Jin;Kim, Yun Su
    • The Journal of Korean Academic Society of Nursing Education
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    • v.23 no.4
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    • pp.474-485
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    • 2017
  • Purpose: The purpose of this study was to identify a causal relationship among major satisfaction, career decision autonomy, and career search behavior of nursing college students in clinical practice experience. Methods: Data were collected using a self-reported questionnaires from 197 nursing students in S city from December 1 to 23, 2016. These were then analyzed by descriptive statistics, ANOVA, t-test, Pearson correlation coefficient, and multiple regression using SPSS/PC+ program. Results: The results suggest that major satisfaction was correlated with career decision autonomy; likewise, major satisfaction was correlated with career search behavior. The factors influencing career search behavior were grades and major satisfaction. Conclusion: It is necessary to develop a learning method considering interest and aptitude to increase the satisfaction of the major and to apply the various programs to understand the self and the work environment so as to determine how desirable the course will be.

Development of Student Evaluation Items in Cooperative Web-based Learning and the Evaluation Cases Analysis according to Instruction Models (협동적 웹기반 학습에서 학습자 평가항목 개발 및 수업유형에 따른 평가사례 분석)

  • Park, Chan-Jung;Hyun, Jung-Suk
    • The Journal of Korean Association of Computer Education
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    • v.7 no.6
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    • pp.59-68
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    • 2004
  • Cooperative web-based learning is an teaching strategy in which small teams, each of students with different levels of ability, use a variety of learning activities to improve their understanding of a subject via the web. The objective of this paper is to propose new assessment items for evaluating students fairly in cooperative web-based learning. As a result, improved academic achievement, improved behavior and attendance, and increased self-confidence can be made in cooperative web-based learning due to the fair assessment, In this paper, the environment and instructional strategies for successful learning are firstly examined. In addition, the existing evaluation items in traditional classroom are also analyzed in order to develop new evaluation criteria in the web. Based on these analyzed items, we propose new evaluation items for cooperative web-based learning. In addition, the proposed items related to participant ratio, cooperability, and accountability are analyzed according to team organization styles and instructional models.

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A Study on the Organizational Factors for the Activation of CRM: Learning Organization Theory Approach (CRM 활성화를 위한 조직관련 요인에 대한 연구: 학습조직이론을 바탕으로)

  • Park, Chan Wook
    • Asia Marketing Journal
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    • v.6 no.3
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    • pp.1-26
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    • 2004
  • The purpose of this study is to conduct a theoretical and empirical study to identify the appropriate organizational culture for the activation of CRM. The contents of this study are consisted of two parts: First, using the organizational learning theory originated in the organizational behavior area this study proposed which culture related factors are indispensable for the activation of CRM. Second, the propositions in the first part were confirmed by analyzing the survey data from the CRM practitioners in Korean companies. Conclusively the results show the follows: First, for the activation of CRM not only the individual learning(including team learning) but also the enterprise-wide sharing of the information is the crucial element. Second, for the activation of the individual learning, the enterprise-wide participation, the active experimental trials based on the empowerment, and the facilitative leadership of top management must be encouraged. Third, for the activation of the information sharing the active communication among the departments and the possession of organizational memory must be realized.

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System Architecture of Ubiquitous House based on Human Behavior (거주자 행위기반 유비쿼터스 주택의 시스템 구조)

  • Song, Jeong-Hwa;Oh, Kun-Soo
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.9 no.5
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    • pp.1304-1310
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    • 2008
  • The purpose of this study is to propose the system architecture of intelligent ubiquitous house which is able to team the human behavior by itself and to predict the forthcoming situation, and to provide the customized and personalized service based on human behavior. The suggestions for advanced intelligent ubiquitous house are as follows; 1) Service should be combined with dwellers' behavior pattern, location moving pattern and service pattern in order to provide the personalized and customized service. 2) The system should be equipped with 4 components such as Agent, Database, Working Memory, and Log Data. Especially. This proposed system architecture of advanced ubiquitous house, which are equipped with these 4 components, will be the basis of providing customized service to every dwellers by learning dwellers' behavior pattern, accumulating dwellers' information, and recognizing dweller's lift style as time goes by.

A Study on the Effect of Customer-Oriented Quality Circle Activities on Business Performance for Service Firms (서비스 기업의 고객지향적 품질분임조 활동이 기업성과에 미치는 영향에 관한 연구)

  • Song, Gwangsuk
    • Journal of Korean Society for Quality Management
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    • v.45 no.4
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    • pp.903-916
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    • 2017
  • Purpose: The paper analyzes empirically the causal relationship between customer-oriented Quality circle activities and Business Performance for Korean service firms. We compare the operational characteristic behavior of the service firms and business performance. Methods: In this study, we used 3 variables, QC activities, Employee commitment and business performance. Especially, Service SME's QC Circle activities were analyzed in related with growth of company on the basis activities such as Leadership(team), improvement activity, Organizational learning, customer-focus activity and employee suggestion. Results: The result of analysis showed that employee commitment affected significantly on financial performance and non-financial performance and in turn, improvement activities, Organizational learning and customer-focus activity affected significantly on business performance (financial and non-financial). Conclusion: In the summary of the characteristics of this study based on the research results, first, segmenting the QCC activities in the service business into 5 elements can be considered to be differentiated from the existing researches in the aspect of utilizing the organization's objective-oriented variables differently from the researches utilized the variables related personal characteristics. Second, this study suggested the recent research results that suggested the problems of the QCC clearly, through which what new QC story approach was suggested has working level value in the aspect of activating the service QCC.

A Study on the Influence between Self-leadership Strategies and Learning Performance at IT Classes mediated by Attitude of Attendance: focused on the Social Science Students in University (수강태도를 매개변인으로 한 셀프리더십전략이 IT과목 러닝성과에 미치는 영향: 사회과학분야 학습자중심)

  • Park, Ki-Ho;Kim, Yeon-Jeong
    • Journal of Digital Convergence
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    • v.8 no.4
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    • pp.1-17
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    • 2010
  • Many organizations have had deep interests in studies concerning leadership and also in academic area, not only management but also psychology. Until now, the leadership has been accentuated to managers or team leaders especially. Recently, however, the concept of self-leadership that lead one's own activities toward right direction through self-control or self-management is being focused on practices and academia. This study is to investigate the influence between self-leadership strategies and learning performance at IT classes mediated by attitude of attendance focused on the social science students in an university. Research results can give us right direction of task-taking attitudes in firms or learning attitudes in teaching organization and implications to human resource manager who are in charge of improving learning performance or productivity.

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