• 한국컴퓨터정보학회논문지
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• 제14권3호
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• pp.139-147
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• 2009

메모리 기반 추론 기법은 단순히 학습패턴이나 대표패턴의 형태로 메모리에 저장하며 테스트 패턴과의 거리 계산을 통하여 분류한다. 이 기법의 가장 큰 문제점은 학습 패턴 전체를 메모리에 저장하거나 학습 패턴들을 대표 패턴으로 대체하는 방법을 사용함으로 다른 기계학습 방법에 비하여 많은 메모리 공간을 필요로 하며, 저장되는 학습패턴이 증가할수록 분류에 필요한 시간도 많이 소요된다는 단점을 갖는다. 본 논문은 효율적인 메모리 사용과 분류 성능의 향상을 위한 EAS 기법을 제안하였다. 즉, 학습패턴에 대해 분할공간을 생성한 후 생성된 각 분할공간을 MDL기법과 PM기법으로 평가하였다. 그리고 평가 결과 가장 우수한 분할공간만을 취하여 대표패턴으로 삼고 나머지는 다시 분할하여 평가를 반복하는 기법이다. UCI Machine Learning Repository에서 벤치마크 데이터를 발췌한 실험 자료를 사용하여 제안한 기법의 성능과 메모리 사용량에 있어 우수함을 입증하였다.

• 한국컴퓨터정보학회논문지
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• 제23권7호
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• pp.27-37
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• 2018

Enterprises that don't adapt to the changes can be weeded out, because IT sector is one of the most rapid rate of changes in business. The optimized job education and training are an essential part for the enterprises to handle the advanced and developed technologies, so the needs for the positive investments to the education and training about their employees and transformational leadership have been increased. This study verified how the transformational leadership of representatives in the IT enterprises affects the satisfaction of their ordering agencies as well as the transfer of education and training can be the intermediary role to them. From the results of the statistical analysis about questionnaire survey of 251 IT enterprises, dispatched their employees to public institutions in Ulsan, several significant outcomes are founded as follows. First, the transformational leadership of representative in the IT enterprises influenced the transfer of education and training positively. Second, the transfer of education and training positively affected the satisfaction of ordering agencies. Third, the satisfaction of ordering agencies are also affected from the transformational leadership. Finally, the some roles was influenced by the charisma of transformational leadership, and also, completely, the inspirational motivation and the intellectual stimulation of transformational leadership was affected by the intermediary roles to the satisfaction of ordering agencies. Based on the results of this study, representatives in the IT enterprises can be expected by the positive company results from improving the satisfaction of ordering agencies through the transformational leadership, which allow active investment in education and training about their employees and construction of pragmatic system through the education and training results for the organization, superiors and colleague.

• 한국컴퓨터정보학회논문지
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• 제23권3호
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• pp.71-77
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• 2018

The purpose of this study was to investigate the effectiveness of elastic band resistance training for muscle strength among community-dwelling older adults. The systematic review and meta-analysis was conducted by following the Preferred Reporting Items for Systematic Reviews and Meta-analyses (PRISMA). Data were pooled using fixed effect models. Sit to stand, arm curl, and grip strength were analyzed for main effects. Heterogeneity between studies was assessed using the I2 statistics and publication bias was evaluated by funnel plots. Twelves studies were included representing 611 participants. Elastic band resistance training was effective for lower (d=3.89, 95% CI: 3.03, 4.75) and upper extremity muscle strength (d=4.08, 95% CI: 2.94, 5.23). Heterogeneity was moderate and no significant publication bias was detected. Based on these findings, there is clear evidence that elastic band resistance training has significant positive effects on muscle strength among community-dwelling older adults. Further study will be needed to perform subgroup analysis using number of sessions and exercise intensity as predictors.

• 한국멀티미디어학회논문지
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• 제17권4호
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• pp.514-525
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• 2014

We have performed a short-term computer information and communication technology education using Arduino. The purpose of this education was to progress basic training interestingly and discover excellent students. Training was about practicing basic examples about H/W, S/W, communication, and solving creative tasks. We divided training participants into a team composed of each 3 members and educated them for 10 hours. Instructors were consists of 1 main teacher and 3 teacher assistants. Training was about assembling Arduino based robot, blinking LED, operating speaker, serial communication, producing software for wireless communications and autonomous of robot, and control hardware of robot. Through this study, we developed a meaningful ICT integrated curriculum which has high usefulness in a short period. Students participated in this education completed 96% out of 10 creative tasks, and this study analyzes the result of curriculum and suggests further research directions.

• International Journal of Computer Science & Network Security
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• 제22권7호
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• pp.294-300
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• 2022

The article highlights the European experience of innovative educational technologies of training management specialists. Based on existing strategies, relevant in the European educational space, the introduction of regulatory elements to maintain a balance between the traditional and innovative format of the educational process, which is typical for the Ukrainian education system is proposed. The article aims to single out educational and technological innovations into a separate cluster of managerial training at different levels in the context of the principles of the modern synergetic sociocultural paradigm. The main objectives of the work are to develop settings to ensure the effective functioning of innovative educational technologies. Among the synergetic principles of educational technologies, providing the formation of necessary competencies of future managers, are: self-organization, interdisciplinarity, nonlinearity, individuality, and technologization. The methods used in the scientific study can be attributed to the group of scientific synergetic methodology. So, the training of specialists in management, implemented in the European practice assumes the use of new educational strategies. These technologies provide both the necessary skills of different levels (hard-soft-digital skills) and the observance of value components (solidarity, ethics, inclusiveness, openness).

• 한국멀티미디어학회논문지
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• 제23권8호
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• pp.1075-1087
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• 2020

Aviation ICT technology is a convergence technology between aviation and electronics, and has a wide variety of applications, including navigation and education. Among them, in the field of aerial pilot training, there are many problems such as the possibility of accidents during training and the lack of coping skills for various situations. This raises the need for a simulated pilot training system similar to actual training. In this paper, pilot training data were collected in pilot training system using VR/AR to increase immersion in flight training, and Customized Pilot Training Platform with Collaborative Deep Learning in VR/AR Environment that can recommend effective training courses to pilots is proposed. To verify the accuracy of the recommendation, the performance of the proposed collaborative deep learning algorithm with the existing recommendation algorithm was evaluated, and the flight test score was measured based on the pilot's training data base, and the deviations of each result were compared. The proposed service platform can expect more reliable recommendation results than previous studies, and the user survey for verification showed high satisfaction.

• 한국정보통신학회:학술대회논문집
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• 한국정보통신학회 2015년도 춘계학술대회
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• pp.567-568
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• 2015

인터넷이 활성화 되면서 웹기반 교육으로 e-Training이 발전되었다. e-Training은 업무에 필요한 수행능력을 습득 향상 시키기 위하여 정보통신 기술, 장비, 환경을 활용하여 실시하는 교육훈련이다. e-Training에 포함되는 기술에는 시뮬레이션, 3D 가상현실, 증강현실 등이 있다. 본 연구에서는 가상현실 기반의 디젤엔진훈련 시뮬레이션을 개발하였다. 제안한 시스템은 3차원 디스플레이 시스템을 통해 몰입감과 상호작용 교육훈련방식을 도입하여 3D입체형 화면안의 시야가 실제 현실과 같은 몰입의 효과가 있으며 엔진부품의 이름과 기능 등을 게임화를 통해 교육 훈련하는 시스템으로써 시뮬레이션을 통해 필요한 문제풀이를 재미있게 할 수 있어 학습능률에 효과가 있다.

• 한국멀티미디어학회논문지
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• 제22권12호
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• pp.1347-1355
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• 2019

Deep learning approach based on convolution neural network (CNN) has extensively studied in the field of computer vision. However, periocular feature extraction using CNN was not well studied because it is practically impossible to collect large volume of biometric data. This study uses the ResNet model which was trained with the ImageNet dataset. To overcome the problem of insufficient training data, we focused on the training of multi-layer perception (MLP) having simple structure rather than training the CNN having complex structure. It first extracts features using the pretrained ResNet model and reduces the feature dimension by principle component analysis (PCA), then trains a MLP classifier. Experimental results with the public periocular dataset UBIPr show that the proposed method is effective in person authentication using periocular region. Especially it has the advantage which can be directly applied for other biometric traits.

• 반도체디스플레이기술학회지
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• 제12권1호
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• pp.1-7
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• 2013

Grey-level statistical models have been widely used in many applications for object location and identification. However, conventional models yield some problems in model refinement when training images are not properly aligned, and have difficulties for real-time recognition of arbitrarily rotated models. This paper presents improved grey-level statistical models that align training images using image or feature matching to overcome problems in model refinement of conventional models, and that enable real-time recognition of arbitrarily rotated objects using efficient hierarchical search methods. Edges or features extracted from a mean training image are used for accurate alignment of models in the search image. On the aligned position and orientation, fitness measure based on grey-level statistical models is computed for object recognition. It is demonstrated in various experiments in PCB inspection that proposed methods are superior to conventional methods in recognition accuracy and speed.

• International Journal of Computer Science & Network Security
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• 제22권11호
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• pp.279-283
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• 2022

The main purpose of the study is to analyze the specifics of training future preschool education specialists for the development of conscious citizenship and environmental values of students. The methodology includes a number of theoretical methods of analysis. The importance of the issue of professional training of a specialist in a preschool institution is proved, along with an increase in the general and professional culture of a teacher, his readiness to work in alternative institutions for preschool children, it is necessary to develop creative pedagogical thinking, independence, motivational and value attitude to the profession, readiness for further self-education. Based on the results of the research, the key aspects of training future preschool education specialists for the development of conscious citizenship and environmental values of students were determined.