• International Journal of Fuzzy Logic and Intelligent Systems
• /
• 제16권4호
• /
• pp.270-275
• /
• 2016

We present an approach for acceleration actor-critic algorithm for reinforcement learning with continuous action space. Actor-critic algorithm has already proved its robustness to the infinitely large action spaces in various high dimensional environments. Despite that success, the main problem of the actor-critic algorithm remains the same-speed of convergence to the optimal policy. In high dimensional state and action space, a searching for the correct action in each state takes enormously long time. Therefore, in this paper we suggest a search accelerating function that allows to leverage speed of algorithm convergence and reach optimal policy faster. In our method, we assume that actions may have their own distribution of preference, that independent on the state. Since in the beginning of learning agent act randomly in the environment, it would be more efficient if actions were taken according to the some heuristic function. We demonstrate that heuristically-accelerated actor-critic algorithm learns optimal policy faster, using Educational Process Mining dataset with records of students' course learning process and their grades.

• 대한수학교육학회지:학교수학
• /
• 제2권1호
• /
• pp.165-181
• /
• 2000

The teaching-learning methods of figures using computers make loose the difficulties of geometry education from the viewpoint that the abstract figures can be visualized and that by means of this visualization the learning can be accomplished through the direct experience or control. In this thesis, we present a teaching-learning method of figures using Cabri II so that the learners establish their knowledge obtained through their search, investigation, supposition and they accomplish the positive transition to advanced 1earning. So the learners extend their ability of sensuous intuition to their ability of logical reasoning through their logical intuition.

• International Journal of Computer Science & Network Security
• /
• 제21권8호
• /
• pp.177-181
• /
• 2021

With the recent advances in information and communication technology, online management of students' learning data has become the norm. Research on learning analysis that predicts the near future (in a few years) of students' careers using machine learning methods and state transition models has been widely conducted. It is important for educators to evaluate the comprehension stability of students to prevent a decrease in their comprehension rate and dropouts in the class. In this study, we measured the comprehension process of university students in different types of lectures. Herein, we report on the results of data analysis using time series and data statistics, and consider several educational approaches.

• International Journal of Computer Science & Network Security
• /
• 제24권5호
• /
• pp.89-94
• /
• 2024

The main purpose of the study is to determine the main elements of the use of digital technologies for learning a foreign language in educational institutions. The era of digital technologies is a transition from the traditional format of working with information to a digital format. This is the era of the total domination of digital technologies. Digital technologies have gained an unprecedented rapid and general distribution. In recent years, all spheres of human life have already undergone the intervention of digital technologies. Therefore, it is precisely the educational industry that faces a difficult task - to move to a new level of education, where digital technologies will be actively used, allowing you to conveniently and quickly work in the information field for more effective learning and development. The study has limitations and they relate to the fact that the practical activities of the process of using digital technologies in the system of preparing the study of a foreign language were not taken into account.

• 한국치위생학회지
• /
• 제22권6호
• /
• pp.541-550
• /
• 2022

Objectives: This study aimed to verify the degree of clinical practice transition shock, resilience, and academic burnout of dental hygiene students, and analyze factors affecting academic burnout. Methods: From September 1 to September 20, 2022, this study collected data from 201 dental hygiene students who experienced clinical practice, and subsequently conducted a t-test, one-way ANOVA, Pearson correlation analysis, and multiple regression analysis using the SPSS Statistics 22. Results: The transition shock and resilience showed a significantly negative correlation (r=-0.211), transition shock and academic burnout showed a significantly positive correlation (r=0.484), and resilience and academic burnout showed a significantly negative correlation (r=-0.568). Regarding factors affecting academic burnout, academic burnout increased when the transition shock was greater (β=0.263, p<0.001), major satisfaction after clinical practice was lower (β=0.180, p<0.05), and the average grades were lower (β=0.169, p<0.01). Academic burnout decreased when resilience was greater (β=-0.435, p<0.001). Conclusions: To prevent clinical practice transition shock and academic burnout, and to increase the resilience of dental hygiene students, it would be necessary to establish learning strategies, change the educational environment, and establish a systematic clinical practice management program.

• 통상정보연구
• /
• 제9권2호
• /
• pp.103-120
• /
• 2007

The knowledge based economy requires more and more people to learn new knowledge and skills in a timely and effective manner. These needs and new technology such as computer and Internet are fueling a transition in e-learning. According to specialist's opinion, imagination experience studying is generalized, and learning environment that language barrier by studying, multi-language studying Machine that experience past things that disappear through simulation, and travel area, and experience future changed state disappears is forecasting to come. This is previewing finally that it may become future education that education and IT, element of entertainment is combined. Already, became story that argument for party satellite of e-Learning existence passes one season already. e-Learning is utilized already in all educations that we touch by effectiveness by corporation's competitive power improvement and implement of lifelong education in educational institutions through present e-Learning. It is obvious that when see from our viewpoint which is defining e-Learning by one industry and rear by application to education as well as one new growth power about these, e-Learning industry becomes very important means that can solve dilemma of growth real form. Only, special quality of digital industry that e-Learning is being same with other digital industry and repeat putting out a fire rapidly, and is repeating sudden change that these evolution is not gradual growth of accumulation and improvement of technology that is appearing consider need to. In the meantime, we need to observe about evolution of Information Technology. Because there is some scholars who e-Learning's concept foresees to evolve by u-Learning.(although, a person who see that these concept is not more in marketing terminology by some scholars' opinion is). This u-Learning's concept means e-Learning that take advantage of ubiquitous technology as Ubiquitous-Learning's curtailment speech. Ubiquitous, user means Information-Communication surrounding that can connect to network freely regardless of place without feeling network or computer. There is controversy about introduction time regarding these direction, but e-Learning is judged to evolve by u-Learning necessarily. Because keep in step and age that study all contents that learner wants under environment of 3A (any time, any whrer, any device) by individual order thoroughly is foreseen to come in ubiquitous learning environment that approach more festinately.

• 한국임상약학회지
• /
• 제33권3호
• /
• pp.202-209
• /
• 2023

Background: With the emergent transition of online learning during the COVID-19 pandemic, the need for online/offline blended learning that can effectively be utilized in a team-based learning (TBL) course has emerged. Methods: We used the online metaverse platforms, Gather and Zoom, along with face-to-face teaching methods in a team-based Introductory Pharmacy Practice Experience (IPPE) course and examined students' learning satisfaction and achievement, as well as their preferences to the learning platforms. A survey questionnaire was distributed to the students after the IPPE course completion. All data were analyzed using Excel and SPSS. Results: Students had high levels of course satisfaction (4.61±0.57 out of 5) and achievement of course learning objectives (4.49±0.70 out of 5), and these were positively correlated with self-directed learning ability. While students believed that the face-to-face platform was the most effective method for many of the class activities, they responded that Gather was the most effective platform for team presentations. The majority of students (64.3%) indicated that blended learning was the most preferred method for a TBL course. Conclusion: Students in a blended TBL IPPE course had high satisfaction and achievements with the use of various online/offline platforms, and indicated that blended learning was the most preferred learning method. In the post-COVID-19 era, it is important to utilize the blended learning approach in a TBL setting that effectively applies online/offline platforms according to the learning contents and activities to maximize students' learning satisfaction and achievement.

• 대한수학교육학회지:학교수학
• /
• 제17권1호
• /
• pp.135-156
• /
• 2015

초등학교에서 중학교로 넘어가는 시기는 단순한 학년 변화와는 질적으로 차이가 있다. 이 시기는 상당수 학생들이 수학 교과를 포기하게 되는 결정적인 시기이기도 하다. 이 시기에 수학 교과학습과 관련하여 경험하게 되는 변화를 어떻게 인식하고 받아들이느냐에 따라 수학 교과 관련 발달 전망에 희비가 그려질 수 있다. 따라서 이러한 전환기에 학생들이 수학 교수학습에서 어떠한 변화를 경험하는지, 그러한 변화가 학생들에게 어떤 영향을 주는지, 그러한 변화가 필연적인지 개선의 여지가 있는 것인지 등 다양한 측면에서 분석하는 것이 필요하다. 이에 본 연구에서는 초등학교 6학년과 중학교 1학년의 수학 교실 수업장면을 비교분석함으로써, 전환기에 놓인 학생들이 겪게 되는 교수학습의 어려움을 규명하고 그 연계를 강화하여 중학교에 수월하게 연착륙하도록 돕기 위한 시사점을 찾고자 하였다.

• Journal of the Korean Data and Information Science Society
• /
• 제28권6호
• /
• pp.1217-1227
• /
• 2017

딥러닝은 영상 인식, 음성 인식 등 기존의 머신 러닝 기법들로 해결이 어려웠던 분야에서 매우 우수한 성능을 보였고, 그로 인해 딥러닝의 폭발적인 연구의 증가가 있었다. 좋은 성능을 보이는 모형 및 모수 추정 방법에 대한 연구들이 주를 이루고 있는 현 흐름 속에서 딥러닝의 이론적인 연구 또한 조심스럽게 진행되고 있다. 본 논문에서는 딥러닝의 성공을 딥러닝 함수가 복잡한 함수를 효율적으로 잘 표현할 수 있음에 해답을 찾고, 이에 관련된 이론적인 연구들을 조사하여 분석하고자 한다.

• 의학교육논단
• /
• 제17권3호
• /
• pp.97-104
• /
• 2015

This literature review explores relevant research and evaluation on pedagogy and physical learning spaces. This study also is intended to encourage discussion among stakeholders on the best medical school developments, in light of emerging learning trends relevant to their institutions. The study has revealed that new environments for learning are being designed or reshaped in response to changing pedagogical approaches, to incorporate new information technology, and to accommodate the changing abilities of new generations of learners. Formal teaching spaces for large groups with a 'sage on a stage' are becoming less common than smaller lecture rooms, although classrooms form a large component of universities and will continue to dominate in the future. However, the traditional layout of these spaces is being transformed to incorporate multiple learning modes. Classrooms should be profound places of revelation and discovery. A well-designed space has the ability to elevate discourse, encourage creativity, and promote collaboration. Within the classroom walls, a learning space should be as flexible as possible, not only because different teachers and classes require different configurations, but because in order to fully engage in learning, students need to transition between lectures, group study, presentations, discussions, and individual work time.