• 한국멀티미디어학회논문지
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• 제23권4호
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• pp.595-602
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• 2020

We propose a generative probabilistic model with Dirichlet prior distribution for topic modeling and text similarity analysis. It assigns a topic and calculates text correlation between documents within a corpus. It also provides posterior probabilities that are assigned to each topic of a document based on the prior distribution in the corpus. We then present a Gibbs sampling algorithm for inference about the posterior distribution and compute text correlation among 50 abstracts from the papers published by IEEE. We also conduct a supervised learning to set a benchmark that justifies the performance of the LDA (Latent Dirichlet Allocation). The experiments show that the accuracy for topic assignment to a certain document is 76% for LDA. The results for supervised learning show the accuracy of 61%, the precision of 93% and the f1-score of 96%. A discussion for experimental results indicates a thorough justification based on probabilities, distributions, evaluation metrics and correlation coefficients with respect to topic assignment.

• KSII Transactions on Internet and Information Systems (TIIS)
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• 제16권9호
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• pp.2942-2960
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• 2022

The core of cognitive radio is the problem concerning intelligent decision-making for communication parameters, the objective of which is to find the most appropriate parameter configuration to optimize transmission performance. The current algorithms have the disadvantages of high dependence on prior knowledge, large amount of calculation, and high complexity. We propose a new decision-making model by making full use of the interactivity of reinforcement learning (RL) and applying the Q-learning algorithm. By simplifying the decision-making process, we avoid large-scale RL, reduce complexity and improve timeliness. The proposed model is able to find the optimal waveform parameter configuration for the communication system in complex channels without prior knowledge. Moreover, this model is more flexible than previous decision-making models. The simulation results demonstrate the effectiveness of our model. The model not only exhibits better decision-making performance in the AWGN channels than the traditional method, but also make reasonable decisions in the fading channels.

• 한국콘텐츠학회논문지
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• 제13권12호
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• pp.1048-1057
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• 2013

본 논문은 스마트폰을 활용한 모바일 학습환경에서 학습자의 사전지식 수준과 동영상 강의의 분할시간이 학업성취도와 만족도에 미치는 영향을 알아보고자 하였다. 사전지식 수준에 따라 상위 35%, 하위 35% 두 집단으로 구분하였으며 각 집단에 동영상 강의를 5분, 10분, 15분, 20분으로 분할하여 제공하였다. 먼저, 동영상 분할시간의 주효과를 보면 학업성취도에서는 10, 15분 동영상이 좀 더 효과적이었으며, 만족도에서는 15분, 20분 동영상이 가장 효과적이었다. 학습자의 사전지식 수준과 동영상 강의 분할시간 간에 상호작용 효과는 학업성취도에 있어서만 나타났는데 특히, 사전지식 상위 35% 집단은 15분, 20분 동영상에서, 하위 35% 집단은 10분 동영상에서 가장 높은 학업성취도를 보였다. 상기 연구결과는 사전지식이 높은 집단에게는 좀 더 긴 동영상 강의를 제공할 수 있으며, 5분 동영상 강의는 스마트폰을 활용한 학습환경에서 적합하지 않음을 시사한다.

• 가정과삶의질연구
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• 제34권2호
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• pp.1-14
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• 2016

This study attempted to investigate household's private educational expenditure that aggravates a burden on households by using the data from the 2014 Private Education Survey published by Statistics Korea. The effects of purposes of private education and participation in an after school program that is pushed by the government on household's private educational expenditure were analyzed. The major findings were as follows. First, the major purposes of private education lean toward preparing to enroll in school and relieving parents'uneasiness rather than prior learning Second, according to the purposes of private education, the differences of the private educational expenditure were verified. Households spend the highest level of private educational expenditure for the purpose of preparing to enroll in school contrary to the lowest level, which was for the purpose of compensatory learning. Third, participation in an after school program that is regarded as a method of moderating households' private education burden, had a positive effect on reducing private educational expenditure. Forth, private educational expenditure was influenced by the purposes of private education and participation in an after school program. In 2014, the Korean government enforced a law that prohibits schools'education in advance (prior learning) and regulates private educational institutes'advertisement about prior learning. Regarding this regulation, this study aimed to investigate the purposes and expenditure of private education to provide an empirical reference to determine the improvement of related policies.

• 한국수학교육학회지시리즈D:수학교육연구
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• 제13권4호
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• pp.297-307
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• 2009

This research examined intuitive knowledge of 6th grade students in Israel prior to the formal learning of percentages in school. In other words. the research investigated knowledge of basic concepts and familiarity with the usage of percentages in daily life. Results have shown that students are familiar with the concept of percentages and thai some students are able to handle simple problems composed of common percentages (50% and 25%). However, it was also found that many students had misconceptions that should be taken into account while the subject has been taught.

• East Asian mathematical journal
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• 제25권3호
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• pp.247-262
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• 2009

Permutation and combination are the part of mathematics which can be introduced the pliability and diversity of thought. In prior studies of permutation and combination, there treated difficulties of learning, strategy of problem solving, and errors that students might come up with. This paper provides the method so that meaningful teaching and learning might occur through the systematic approach of permutation and combination. But there were little prior studies treated counting numbers that basic of mathematics' action. Therefore this paper tries to help the understanding of permutation and combination with the process of changing from informal knowledge to formal knowledge.

• 한국병원경영학회지
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• 제24권4호
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• pp.70-84
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• 2019

Purposes: Despite a lot of prior studies on psychological empowerment on positive outcomes, the objectives of this paper were to examine the role of psychological empowerment on informal learning and the mediation role of informal learning between psychological empowerment and outcome variables focused upon physical therapists working in hospital industry. Methodology: Using survey methods, the data were collected from 198 physical therapists who have worked in Ulsan city and attended in annual meeting. Findings: Results showed that psychological empowerment predicted informal learning positively but differences in mediational mechanism. Specifically, the path between psychological empowerment and proactive behavior partially mediated but no mediating effect between psychological empowerment and helping behavior. This study identified the main role of psychological empowerment on informal learning, and it expands on positive functions of the concept to learning area in organizations. The other results help advanced understanding of differential mechanism through informal learning in the process between psychological empowerment and both outcomes. Practical Implications: The current study contributes to expend the area of prior findings on psychological empowerment to learning activities implemented by individual volunteer effort. For hospitals operating the teams of physical therapy, the significance for considering psychological empowerment is highlighted as for individual growth related to job and for change behavior in the individual level.

• Educational Technology International
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• 제16권2호
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• pp.183-200
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• 2015

This study investigated the effect of learning achievements and cognitive load according to different types of presenting learning materials and epistemological beliefs (EB). Learning achievements in this study were composed by retention and transfer of ill-structured problem. A total of 80 college students participated in the study. Prior to the learning, students were guided to fill out a questionnaire regarding epistemological beliefs and a prior knowledge test. The students of each group studied with a different type of reading material: full text (FT), full text including key questions (KeyFT) and full text including a concept map (CmFT). After a session of study was finished, they were asked to complete the posttest: retention and transfer. The results showed that there was a significant difference in transfer achievements. CmFT outperformed higher scores than the other types. There was no significant difference in retention among the groups. It is strongly believed that the types of presenting learning materials may have affected the understanding of ill-structured problem solving skills. Students with sophisticated EB showed higher achievements on retention and transfer than naive-EB and mixed-EB. Even though the data showed decrease of the cognitive load on the type of materials and EB, there were no significant differences on the cognitive load. We should consider a positive effect of types of presenting learning materials and EB enhancing capabilities of solving ill-structured problems in real life.

• 기술혁신연구
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• 제7권1호
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• pp.78-97
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• 1999

This study aims at analysing the role of crisis in the technological innovation. It has been taken for granted that organizational crisis has detrimental effects on the survival of organizations. But recent studies showed that organizational crisis has positive effects on organizational learning. They argued that crisis would provide a opportunities for reflecting the effectiveness of existing organizational routine. This study analyses the process and role of crisis in the development of CDMA mobile communication system and argues that crisis has effects on technological innovation when organizations have prior knowledge base which can be exploited in organizational learning. Secondly, it is argued that crisis can result in organizational transformation which facilitates organizational learning by integrating prior knowledge base and new knowledge. Thirdly, it is suggested that crisis may be good facilitator for organizational learning in case of competence-enhancing innovation rather than competence-destroying innovation.

• 디지털융복합연구
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• 제11권12호
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• pp.83-92
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• 2013

최근 등장한 플립드 러닝은 교실 수업에 앞서 학습자 스스로 선행학습을 수행한 후 수업에 참여하는 방식으로 진행됨에 따라 최근의 자기주도적 학습을 강조하는 교육 정책과 추구하는 방향이 맞아떨어지며 그에 대한 관심이 높아지고 있다. 본 논문에서는 이러한 플립드 러닝의 개념을 살펴보고, 플립드 러닝을 활용하는 수업을 설계하기 위한 방법에 대해 살펴보았다. 플립드 러닝은 새로운 개념의 수업 방법이 아니며, 기존의 블랜디드 러닝의 수업 형태에 선행학습의 개념을 도입하여 학생들이 교실 수업에 앞서 해당 수업 내용을 동영상 자료를 활용하여 미리 학습하고, 수업 시간에는 스스로 학습한 내용을 바탕으로 개별화된 보충학습이나 심화학습을 진행하는 것이다. 이러한 플립드 러닝의 설계를 위한 주요 고려사항으로는 탄력적이고 유연한 수업 환경, 학습문화의 변화, 의도된 수업 내용 및 전문적인 능력을 갖춘 교사 등이 있다. 이러한 개념 및 고려사항을 바탕으로 플립드 러닝 교수학습 설계모형을 제시하였다. 본 연구를 통하여 플립드 러닝에 대한 개념을 파악할 수 있으며, 교수학습 현장에서 보다 효율적으로 플립드 러닝을 활용할 수 있다.