• Fourth Industrial Review
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• v.3 no.1
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• pp.13-20
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• 2023

Purpose - By designing a PEF(Personalized Education Feedback) system for real-time prediction of learning achievement and motivation through real-time EEG analysis of learners, this system provides some modules of a personalized adaptive learning system. By applying these modules to e-learning and offline learning, they motivate learners and improve the quality of learning progress and effective learning outcomes can be achieved for immersive self-directed learning Research design, data, and methodology - EEG data were collected simultaneously as the English test was given to the experimenters, and the correlation between the correct answer result and the EEG data was learned with a machine learning algorithm and the predictive model was evaluated.. Result - In model performance evaluation, both artificial neural networks(ANNs) and support vector machines(SVMs) showed high accuracy of more than 91%. Conclusion - This research provides some modules of personalized adaptive learning systems that can more efficiently complete by designing a PEF system for real-time learning achievement prediction and learning motivation through an adaptive learning system based on real-time EEG analysis of learners. The implication of this initial research is to verify hypothetical situations for the development of an adaptive learning system through EEG analysis-based learning achievement prediction.

• Journal of Practical Engineering Education
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• v.12 no.1
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• pp.49-60
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• 2020

With the advent of the knowledge-based era of the fourth industrial revolution, a paradigm shifts in university education. As a complete overhaul of university educational methods is required, strengthening competence through personalized is emerging as one of the solutions to the problem. To provide appropriate education accordingly focusing on individual learners, more studies at various levels are needed about understanding the characteristics of learners and ways to support them at universities. This study aims to conduct an exploratory research for adapting personalized learning at K University and explore effective ways to support. First, through literature review, the theoretical basis of personalized learning considering the diverse characteristics of learners and domestic and overseas cases of are examined. Secondly, a pilot study is conducted with K University students as subjects. FGI, study style diagnosis, one-on-one follow-up interviews are conducted and competency-based learning performance analysis and study style diagnosis result paper are provided to selected participants. Finally, major issues and implications are suggested to support the effective personalized learning of K university students.

• 한국정보교육학회:학술대회논문집
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• 2011.01a
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• pp.103-112
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• 2011

In Intellectual Subject the learning is applied individualization learning but In Computer Subject most teachers teach the curriculum with altogether lesson because of lack about understanding computer subject and the great gap of student's beforehand. The purpose of this paper is to suggest Customized Educational Program to help teachers apply in the classroom and to analyze the effect of educational using Personalized Learning model on the improvement of student's learning attitude and self-directed learning ability. For this study, after the Personalized Learning model class, measured learning attitude, student's class satisfaction and the expanding of self-directed learning ability by the self-assessment reports, a product, teacher's evaluation.

• Journal of Internet Computing and Services
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• v.24 no.4
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• pp.37-45
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• 2023

Adaptive has gained significant attention in Education Technology (EdTech), with personalized learning experiences becoming increasingly important. Next-generation chatbots, including models like ChatGPT, are emerging in the field of education. These advanced tools show great potential for delivering personalized and adaptive learning experiences. This paper reviews previous research on adaptive learning and the role of chatbots in education. Based on this, the paper explores current and future chatbot technologies to propose a framework for using ChatGPT or similar chatbots in adaptive learning. The framework includes personalized design, targeted resources and feedback, multi-turn dialogue models, reinforcement learning, and fine-tuning. The proposed framework also considers learning attributes such as age, gender, cognitive ability, prior knowledge, pacing, level of questions, interaction strategies, and learner control. However, the proposed framework has yet to be evaluated for its usability or effectiveness in practice, and the applicability of the framework may vary depending on the specific field of study. Through proposing this framework, we hope to encourage learners to more actively leverage current technologies, and likewise, inspire educators to integrate these technologies more proactively into their curricula. Future research should evaluate the proposed framework through actual implementation and explore how it can be adapted to different domains of study to provide a more comprehensive understanding of its potential applications in adaptive learning.

• Journal of Practical Engineering Education
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• v.16 no.2
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• pp.115-119
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• 2024

With the increase in the number of ICT industry workers, there is a demand for research on preventing VDT syndrome. However, existing posture correction products mostly rely heavily on cameras or sensors in wearable devices. In this paper, we have developed a posture correction system that utilizes built-in cameras and circular pressure sensors to collect posture information. Additionally, the system provides a personalized service by capturing the correct posture of the user initially and monitoring the user's posture based on that input. By precisely correcting postures during users' daily tasks, this system aims to prevent and improve VDT syndrome, ultimately enhancing the efficiency of ICT industry workers.

• Journal of Practical Engineering Education
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• v.15 no.3
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• pp.605-614
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• 2023

In In the era of digital transition, AI-based personalized services are emerging in the field of education. This research aims to examine the development strategies for implementing AI-based learning services in school. Focusing on AI-based math learning service "Math Cell" developed by i-Scream Edu, this study surveyed the functional requirements from the perspective of an educator. The results were analyzed for importance and suitability using IPA, and expert opinions were surveyed to explore specific development directions for the service. Consequently, importance in all areas such as diagnosis, learning, evaluation, and management averaged 4.82 and performance averaged 4.56, showing excellent results in most questions, and in particular, importance was higher than performance. Among certain detailed functions, concept learning, customized task presentation, evaluation result analysis function, dashboard-related functions, and learning materials in the dashboard were not intuitive for students to understand and had to be supplemented. This study provides meaningful insights by summarizing expert opinions on AI-based personalized mathematics learning services, thereby contributing to the exploration of the development strategies for "Math Cell".

• Journal of Chest Surgery
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• v.54 no.1
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• pp.25-30
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• 2021

Background: Life-long anticoagulant therapy is mandatory for patients who undergo heart valve replacement with implantation of a mechanical prosthesis. The aim of this study was to investigate the effects of a nurse-led patient educational program concerning oral anticoagulant therapy intake after heart valve replacement surgery on patients' knowledge of important parameters of anticoagulant administration. Methods: In this single-center study, 200 patients who underwent surgical implantation of a mechanical prosthesis were divided into 2 groups. The control group received the basic education concerning oral anticoagulants, while the intervention group received a personalized educational program. Results: Personalized education was correlated with a better regulation of therapeutic international normalized ratio (INR) levels and adequate knowledge among patients. Therapeutic levels of INR were achieved in 45% of the patients during the first month, 71% in the third month, and 89% in the sixth month after discharge in the intervention group, compared to 25%, 47%, and 76% in the control group, respectively. Patients' satisfaction with the information was higher in the intervention group than in the control group. The percentage of satisfaction reached 80% for the intervention group versus 37% for the patients of the control group. Conclusion: The implementation of the nurse-led educational programs was associated with improved clinical results and increased adherence to oral anticoagulant treatment.

• Research in Mathematical Education
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• v.11 no.4
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• pp.265-274
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• 2007

The middle school mathematics teachers of the countryside in western China have little chance to further their education and strengthen their research abilities. In this program, we should offer them chance to learn new educational ideas and teaching methods. There will be demonstration lectures and video teaching of course standards followed by group discussion and personalized instructions. These activities prepare the teachers to give their own demonstration lectures. This again is followed by additional personalized instructions. The teachers come to the program with very limited knowledge of these techniques but will leave with the ability to write educational scientific research papers.

• Hwankyungkyoyuk
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• v.18 no.3 s.28
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• pp.45-58
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• 2005

The Purpose of this study is to help children practice environmentally friendliness by promoting Personalized Environment. Therefore, implemented the project 'Environment' that included natural and social environment in the area that had high potential energy for environmental education, it was explored how the project affects the personalized environment of students. The project 'Environment' was implemented, usually focused on field trips. 35 study subjects were selected from 2 classes in D elementary school in D city The study was conducted from march 2004 to November 2004. Research material was collected from participant observation, in-depth interview, products from teaching-learning process, diary, and video record Ethnographic research was used. Study data were analyzed 3 times. 1st analysis was needed to collect data related to students' senses of and interests in environment, and to shape the framework related to the theme. End analysis was used to categorize the main factors such as knowledge understanding, function, value attitude, action, which all affect the personalized environment of students. In 3rd analysis, it was examined what affected the personalized environment of children and the related factors were logically, objectively inferred and analyzed. The results of the study were as follows: First, the project 'Environment' developed children's knowledge and understanding about environment. Second, the children formed proper values and attitudes towards environment. Third, the children came to develop their learning abilities on environment. Fourth, the children came to have environmentally friendliness in everyday lives. Consequently, the project 'Environment' helped children to have Personalized Environment.

• Education of Primary School Mathematics
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• v.15 no.2
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• pp.135-145
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• 2012

In this research, we observed how students perform as they followed the teachers' instruction, and consequently perform their realized potential. As the accountability of school education is emphasized, various attempts try to disconnect the vicious cycle of producing low achievers. Efforts are allocated into developing a method to minimize cumulative effect of the lag in educational benefit by focusing on the elementary education. Based on the 2007 revised curriculum, mathematics achievement level and assessment criteria were developed. These criteria were used to standardize the course and assessment objectives for 4th through 6th grade students' mathematics studies, and to assess lower performing students and the lag in their mathematical understanding. The educational materials and assessment criteria can be expected to lead lower performing students by giving them the personalized lesson plans to minimize the lag of mathematical understanding, and eventually expedite their progress and prevent cumulative effect of the lag in the following curriculum.