• Title/Summary/Keyword: Learning intentions

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Behavior Pattern Prediction Algorithm Based on 2D Pose Estimation and LSTM from Videos (비디오 영상에서 2차원 자세 추정과 LSTM 기반의 행동 패턴 예측 알고리즘)

  • Choi, Jiho;Hwang, Gyutae;Lee, Sang Jun
    • IEMEK Journal of Embedded Systems and Applications
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    • v.17 no.4
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    • pp.191-197
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    • 2022
  • This study proposes an image-based Pose Intention Network (PIN) algorithm for rehabilitation via patients' intentions. The purpose of the PIN algorithm is for enabling an active rehabilitation exercise, which is implemented by estimating the patient's motion and classifying the intention. Existing rehabilitation involves the inconvenience of attaching a sensor directly to the patient's skin. In addition, the rehabilitation device moves the patient, which is a passive rehabilitation method. Our algorithm consists of two steps. First, we estimate the user's joint position through the OpenPose algorithm, which is efficient in estimating 2D human pose in an image. Second, an intention classifier is constructed for classifying the motions into three categories, and a sequence of images including joint information is used as input. The intention network also learns correlations between joints and changes in joints over a short period of time, which can be easily used to determine the intention of the motion. To implement the proposed algorithm and conduct real-world experiments, we collected our own dataset, which is composed of videos of three classes. The network is trained using short segment clips of the video. Experimental results demonstrate that the proposed algorithm is effective for classifying intentions based on a short video clip.

Perception and participate intention to HRD among Housewives of the Mid-old aged - Focused on the Participate in lifelonglearning - (중노년 전업주부의 인적자원개발 인식과 의향 - 평생학습참여 중심으로 -)

  • Jun, Yun-mi;Kang, Ki-jung
    • Journal of Family Resource Management and Policy Review
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    • v.24 no.1
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    • pp.41-53
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    • 2020
  • The purpose of this study was to identify the factors that affect middle-old aged housewives' participation in lifelong learning as a part of human resource development. Through purposive sampling, the study recruited 163 full-time housewives over age 40 years who live in C City. As a result, first, 87.1 percent of all respondents, or 142, said they were willing to participate in lifelong learning in the future. There was no statistically significant difference in the results of cross-checking by age, educational background and monthly household income variables. Additionally, we used cluster analysis to measure differences in participation intentions according to the perception of human resource development of middle-old aged full-time housewives. The perception variable of lifelong learning is: First, Cognitive degree, second, importance, third, activation awareness. Cluster 1(n=16) was divided into generally low-perception types, such as cognitive degree, importance, and life-long learning activation of the C city, while Cluster 2(n=61) was classified as a type of person who thinks that lifelong learning is important to life and Cluster 3(n=86) was generally classified as a type with a higher lifelong learning perception. and we found that there was no difference in the intention to participate in lifelong learning by all cluster Lastly, we found that participants who valued human resource development scored significantly higher on measures of cognition than those who did not value it. Based on these results, we advocates social change that encourages the cultivation of talent through lifelong learning programs that can positively affect one's unique identity, not just wife and mother, and provide opportunities for self-development.

A Study for the Development of IPTV-based Learning Scenarios : Focused on Self-Regulated Learning Strategies (IPTV기반 학습 시나리오 개발 연구 - 자기조절학습전략 중심으로 -)

  • Choi, Hyung-Shin;Kim, Ji-Sim;Kim, Jeong-Hwa;Yang, Myung-Og
    • Journal of The Korean Association of Information Education
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    • v.14 no.4
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    • pp.571-588
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    • 2010
  • IPTV, a convergence service of broadcasting and communication, draws an attention as an educational media that provides various advantages including top quality of screen, easy access, and protection from harmful contents. In addition, a successful IPTV learning requires learners' active participations. Yet, the research on educational applications of IPTV is at the early stage focusing on teachers and developers' perspectives. Therefore, the present study conducted a survey on learners' current IPTV usage and intentions to use. Reflecting the results of the survey, we developed learner-centered IPTV learning scenarios based on self-regulated learning strategies and suggested its implementations.

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An Analysis on Application Status of Standard Contract on the e-Learning Content Development Project in Era of Convergence (융합시대의 이러닝 콘텐츠 개발용역의 표준계약서 적용 실태 분석)

  • Lee, Joo-Yeoun;Noh, Kyoo-Sung
    • Journal of Digital Convergence
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    • v.13 no.3
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    • pp.11-18
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    • 2015
  • After entering a convergence era, South Korea Government has enacted and announced the Standard Contract on the e-Learning Content Development Project, a year and eight months has passed. Nevertheless, there has been continued still the unjust and unreasonable contract practices issues raised by project owner in the e-Learning industry. This study investigated application status of the Standard Contract via FGI and questionnaires and suggested its improvement alternative. This study analyzed that the Standard Contract has not taken root at all in ordering of the e-Learning content development project and not reaped the effect. This study presented alternatives such as mandatory application of the Standard Contract, education and outreach, introduction of the monitoring system, certification system implementation, granting of additional points in the evaluation of agencies and CEO and etc. to that standard contract is settled as the government's intentions and objectives in the e-Learning industry field.

The Effect of Academic Stress on the Intention to Use e-Learning: Focused on the Moderating Effect of the Attractiveness of Alternatives (학업스트레스가 이러닝 이용의도에 미치는 영향: 대안의 매력도 조절효과를 중심으로)

  • Bae, Jae-Hong;Shin, Ho-Young
    • Journal of the Korea Convergence Society
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    • v.12 no.2
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    • pp.301-309
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    • 2021
  • The purpose of this study is to investigate the relationship between academic stress and e-learning intentions of university students, and to determine the moderating effect on the attractiveness of alternatives. Data collection was conducted from 18 May to 22 May 2020 using 317 questionnaires. The collected data were analyzed using SmartPLS. As a result of the study, among the academic stresses of university students, stress due to class, grades, and interpersonal relationships has a relationship with the intention to use e-learning. However, the test stress did not have a significant effect on the intention to use e-learning, and the modulating effect on the attractiveness of the alternative was also not significant. This study suggests that various and attractive e-learning can be provided within the university by highlighting the importance of healthy university life and e-learning for university students.

The Relationship of Individual Trait Factors and Goal Mechanisms with Goal Attainability (목표달성가능성에 영향을 미치는 개인의 특성과 목표달성기제에 관한 연구)

  • Park, Jong-Chul;Choi, Ji-Eun
    • Journal of Distribution Science
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    • v.12 no.11
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    • pp.45-53
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    • 2014
  • Purpose - Goal setting is effective in any domain in which an individual or group has some control over the outcomes. It applies not only to work tasks but also to sports and health, and in various other settings. Its success depends on considering the mediators and moderators determining its efficacy and applicability. This study investigates the individual factors influencing academic goal attainability. Unlike previous studies, we focused on the effect of the relationships between individual traits (passion, tenacity, self-control) and specific motivation (vision, self-efficacy, implementation intentions) with academic goal attainability, rather than the effects of the relationship between commitment and the goal shielding mechanism with goal attainability. Research design, data, and methodology - Data collected through questionnaires were analyzed by the SPSS program. A total of 293 school students, who participated in the TOEIC program, participated in the survey. Slightly more than half were female (male: n=145 vs. female: n=148). We verified nine hypotheses through various statistical methods (reliability analysis, exploratory factor analysis, confirmatory factor analysis, structural equation model for the hypothesis test, bootstrapping test for the mediation test). Results - Data was analyzed in three phases. The first phase involved measurement analysis (i.e., item purification and factor structure confirmation), involving the scales of the three variables of individual traits, three mechanism variables, and goal attainability. The second phase involved estimating the proposed structural relationships among the key constructs (see Figure 1), using the results to test H1 to H9. The final phase involved examining the mediating effects of the three variables (vision, implementation intention, and self-efficacy). The research model shows that the independent variable passion has a significant result with both the mediators-vision and self-efficacy. Further, vision and self-efficacy significantly affect goal attainability. The second variable, self-control, shows a significant effect when mediated by implementation intentions, but the direct relationship between implementation intension and goal attainability shows an insignificant result. However, when further mediated by self-efficacy, it showed a significant effect between self-efficacy and goal attainability. Similarly, the third variable, tenacity, shows an insignificant result when mediated by vision. In contrast, the mediator self-efficacy shows a positive effect between tenacity and goal attainability. Conclusions - This study shows how these individual traits, when mediated with the appropriate motivational factors, resulted significantly in the attainability of academic goals. We may identify several theoretical and practical contributions. Theoretically, we developed a step further in the research into consumer goals and related studies. Future research could examine the effects of different learning goal types and their combinations with performance goals (e.g., learning goals first, then performance goals), different types of goal framing (approach success vs. avoid failure), the relation between goals and cognition (which, by implication, entails all of cognitive psychology), goal hierarchies, and macro goal studies with organizations of different sizes. More studies on the relationship between conscious and subconscious goals would also be valuable.

Extended Technology Acceptance Model for Enhanced Distribution Strategies to Online Learning: Application of Phantom Approach

  • Izzat ISMAIL;Asyraf AFTHANORHAN;Noor Aina Amirah MOHAMAD NOOR;Nurul Aisyah Awanis A RAHIM;Sheikh Ahmad Faiz Sheikh Ahmad TAJUDDIN;Muhammad Takiyuddin Abdul GHANI
    • Journal of Distribution Science
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    • v.22 no.4
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    • pp.1-10
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    • 2024
  • Purpose: This study is aimed to introduce the application of phantom approach with structural equation modelling method for online learning. By integrating these innovative methodologies, the research seeks to advance the understanding of how the phantom approach can effectively complement and augment structural equation modeling techniques. Research design, data and methodology: A theoretical framework of Technology Acceptance Model (TAM) was modified and updated. A questionnaire was developed and used to extract information from 189 instructors who used online learning as their primary medium. The Covariance Based Structural Equation Modelling (CBSEM) was applied to test the direct effects and the phantom approach is used to handle the 2 mediators in the model. Results:social influence, perceived usefulness, and perceived ease of use exerted discernible impacts on instructors' intentionsto engage in online learning. These findings illuminate the intricate dynamics influencing instructor behavior within the realm of online education, underscoring the significance of various factors in shaping their intentions. Conclusions: In additions, the perceived usefulness and perceived ease of use had mediated the effect of social influence and instructor intention using phantom approach. Therefore, one can have concluded that this modified model was also confirmed, thereby reinforcing distribution strategies to online learning and overall education presence.

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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Development of a Robot Personality based on Cultural Paradigm using Fuzzy Logic (퍼지 로직을 이용한 문화 패러다임 기반의 로봇 성격 개발)

  • Qureshi, Favad Ahmed;Kim, Eun-Tai;Park, Mi-Gnon
    • Proceedings of the Korean Institute of Intelligent Systems Conference
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    • 2008.04a
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    • pp.385-391
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    • 2008
  • Robotics has emerged as an important field for the future. It is our vision that robots in future will be able to transcend these precincts and work side by side humans for the greater good of mankind. We developed a face robot for this purpose. However, Life like robots demands a certain level of intelligence. Some scientists have proposed an event based learning approach, in which the robot can be taken as a small child and through learning from surrounding entities develops its own personality. In fact some scientists have proposed an entire new personality of the robot itself in which robot can have its own internal states, intentions, beliefs, desires and feelings. Our approach should not only be to develop a robot personality model but also to understand human behavior and incorporate it into the robot model. Human's personality is very complex and rests on many factors like its physical surrounding, its social surrounding, and internal states and beliefs etc. This paper discusses the development of this platform to evaluate this and develop a standard by a society based approach including the cultural paradigm. For this purpose the fuzzy control theory is used. Since the fuzzy theory is very near human analytical thinking it provides a very good platform to develop such a model.

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The Effects of Self-leadership Reinforcement Program for Hospital Nurses (병원간호사의 셀프리더십 강화 프로그램의 효과)

  • Park, Eun Ha;Chae, Young Ran
    • Journal of Korean Biological Nursing Science
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    • v.20 no.2
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    • pp.132-140
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    • 2018
  • Purpose: This study has been carried out in order to develop and verify the effects of self-leadership reinforcement program for hospital nurses. Methods: The research design was a non-equivalent control group pre-posttest design. Participants were 64 individuals (32 in each group), all of whom were nurses working at a university hospital, with less than five years of job experience. Experimental group was provided with two hours of self-leadership reinforcement program, once per week, for four weeks. The questionnaire for pre and post test included general characteristics, transfer motivation for learning, self-leadership, communication ability, clinical nursing competency, organizational commitment, and turnover intentions. Results: There was a significant difference in self-leadership scores between experimental group and control group (F= 15.10, p<.001). There was also a significant difference between the experimental group and the control group in terms of transfer motivation for learning (t = -5.44 p<.001), communication ability (F = 15.29, p<.001), clinical nursing competency (F = 15.23, p<.001), and organizational commitment scores (F = 7.21, p=.009). Conclusion: The self-leadership reinforcement program developed in this study was effective in improving self-leadership, communication ability, clinical nursing competency, and organizational commitment. Thus, by implementing the program at clinical levels, it will be a basis for nursing personnel resource administration.