• Journal of Practical Engineering Education
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• v.15 no.2
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• pp.381-388
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• 2023

Through artificial neural network education using spreadsheets, non-major undergraduate students can understand the operation principle of artificial neural networks and develop their own artificial neural network software. Here, training of the operation principle of artificial neural networks starts with the generation of training data and the assignment of correct answer labels. Then, the output value calculated from the firing and activation function of the artificial neuron, the parameters of the input layer, hidden layer, and output layer is learned. Finally, learning the process of calculating the error between the correct label of each initially defined training data and the output value calculated by the artificial neural network, and learning the process of calculating the parameters of the input layer, hidden layer, and output layer that minimize the total sum of squared errors. Training on the operation principles of artificial neural networks using a spreadsheet was conducted for undergraduate non-major students. And image training data and basic artificial neural network development results were collected. In this paper, we analyzed the results of collecting two types of training data and the corresponding artificial neural network SW with small 12-pixel images, and presented methods and execution results of using the collected training data for Orange machine learning model learning and analysis tools.

• Korean Journal of Occupational Health Nursing
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• v.17 no.2
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• pp.239-249
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• 2008

Purpose: This study intended to investigate how health and safety organization, management, activities and safety culture of healthcare industries are different from other industries (food, lodging, gas, and electricity industries). Method: Data were analyzed using '2005 The National Survey for Occupational Safety and Health Tendency'. Results: For health and safety training, both new training and regular training time of healthcare sector was lower than comparison sectors. For health and safety manager assigning form, there were many case in healthcare sector to assign a safety manager as a deputy and a health manager as an additional job, there were some differences from comparison sectors. It was found that establishment of countermeasures by cause investigation and analysis execution for occupational accidents in the healthcare sector was lower than comparison sectors. For health and safety activities and safety culture awareness, they were estimated in healthcare sector to be lower than comparison sectors. Conclusion: Healthcare sector had relatively lower health and safety activities and safety culture awareness compared with comparison sectors. So, it is required business owner's concerns and efforts to assign exclusively responsible health and safety manager and to activate health and safety training and occupational accident prevention.

• The Journal of the Convergence on Culture Technology
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• v.6 no.2
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• pp.397-407
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• 2020

This study was conducted to investigate the effects that simulation-based hands-on training, the core competence of nursing students, have on the students' nunchi problem solving ability, and resilience. The results showed that taking notice, a subordinate variable of nunchi significantly increased and problem-solving ability and its subordinate variables, problem recognition, information gathering, analytical skill, diffuse thinking, decision making, planning, execution and risk taking, evaluation, and feedback significantly increased. Also, resilience and its subordinate variables, control, positivity, and social skills significantly increased. Since these results imply that simulation-based hands-on training can strengthen the core competencies of nursing students, a foundation should be provided for the development of on-site hands-on training modules.

• The Journal of the Korea Contents Association
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• v.10 no.9
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• pp.155-175
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• 2010

The purpose of this thesis is to introduce the alternative method of the new training program for film acting and directing. Recently in Korea, acting in movies has become a trend and broadcasting still depicts reality. But men of the theater is usually privileged getting the most acting education offered by the theater training program. They also is hardly teach about acting's directing for film directors. So I thought of establishing a new training program for film acting and acting's directing. I made two short films , that I had practical training program for film acting as practical text. This program applied partially 'Atude' that Stanislavsky devised for theater acting practice, and referred to 'Method Acting System' that Lee Strasberg made for film acting at the Actors Studio. Another main point of this program is camera use. That training program can be attended not only by actors but also by director and film staff. Through this thesis, I wish to prove my new training program for film acting and acting directing. The focus of this training is to target a better execution according to the group you belong to whether amateur group, associate professionals, professional actors.

• The Journal of the Korea Contents Association
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• v.16 no.7
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• pp.730-739
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• 2016

The purpose of this study is to find improvements in current issues faced in counseling training within the military and also show limits in counseling capabilities of military officers who are in charge of leading and counseling their troops. In reference to previous studies made on this topic, we looked at issues rising from military troops who are mainly in their post-adolescents having difficulties in adopting themselves to military life style. We also studied current status of counseling within the military and the counseling difficulties faced by military officers who are closely related to their troops.Survey and in-depth interviews were conducted to achieve the purpose of this study. 100 military officers were surveyed for the frequency of the counseling sessions, and to supplement the survey, in-depth interviews were conducted 3 military officers and analyzed qualitatively. As a result of the survey and the in-depth interviews 76.5% of the military officers never had counseling training prior to joining the military and only 32.9% received counseling training after joining the military. 61% of the survey participants expressed difficulties in counseling their troops. Most of them expressed difficulties in lack of training and issues on theory based training. For the improvements following have been identified; "understanding the troops", "Identifying the problems", "Execution of the training" and "Techniques for Military Training". This study has a meaning in terms of identifying improvement areas in counseling training in the military through researching into current limits in military counseling and military officers counseling capabilities when the social issue of new troops having difficulties in adopting to military life style are on the rise.

• Journal of Arbitration Studies
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• v.18 no.1
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• pp.3-30
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• 2008

This paper is to research the current status of ADR in Korea, the qualifications of mediator (or conciliator) and arbitrator, the ADR education program of major foreign arbitration-related institutions and the efficient management device of ADR education program for the activation of the ADR system. In 2007, arbitration applications received at the Korean Commercial Arbitration Board numbered 320 and the amount involved those cases was US$ 216 millions. Mediation applications received at the KCAB numbered 552 and the amount involved those cases US$ 29millions. As of December 2007, the total numbers of arbitrators on the KCAB Panel of Arbitrators was 978. There are no provisions for the qualification of arbitrator in the UNCITRAL Model Law on International Commercial Arbitration and Arbitration Act of Korea. The KCAB has the consolidation regulation of the Panel of Arbitrator of which purpose is to regulate the criteria and procedure regarding the drawing up and maintenance of the panel of arbitrators. The UK Chartered Institute of Arbitrators has the criteria and qualifications for membership of which three grades are associate, member and fellow. The American Arbitration Association has the qualification criteria for admittance to the AAA National Roster of Arbitrators and Mediators. The Japan Association of Arbitrators has the official authorization regulation for membership of which three grades are special associate, ordinary associate and fellow. The UK Chartered Institute of Arbitrators has the ADR education programs which are composed of the mediation courses and arbitration courses. The American arbitrators Association has the ADR education programs which are composed of in-person training and online training. The Japan Association of Arbitrators has the ADR education programs which are composed of the cultivation courses of conciliator and the practical training courses of arbitrator. The efficient management devices of ADR education program are as follows: the execution of official authorization system of arbitrator, the establishment of specialized division for training and official authorization, the establishment of ADR regular training courses, the publication of ADR training texts and obtaining of instructors, and the consolidation of regulations related to the official authorization of arbitrator and ADR training. In conclusion, for the activation of ADR system, the KCAB and Korean Association of Arbitrators should make further effort to provide the ADR regular education and training programs for potential and practicing conciliators and arbitrators.

• Journal of The Korean Association For Science Education
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• v.42 no.4
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• pp.429-438
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• 2022

In this study, we propose a way to improve science teacher expertise through infographics creation teacher training program by analyzing the infographics types focusing on the Earth Science subject of the 2015 revised curriculum, and inspecting the teachers' utilization of graphic tools. The data visualization characteristics of Earth Science textbooks were analyzed, the execution results of the infographics creation teacher training program were presented, and a survey on science teachers' change in perception and competency of infographics. As a result of the Earth Science textbook analysis, diagram-type, map-type, and comparative analysis-type infographics were frequently used, and were mainly presented as text-assisted-type infographics. The infographics creation teacher training program was conducted five times for 112 science teachers to create the complete, text-assisted, incomplete, and gradient-type infographics. Incomplete infographics for development of evaluation questions were most needed. Although many science teachers recognize the importance of infographics, they lacked the competency to create high-quality infographics because there were no training opportunities for infographics creation. After completing the training, 74.1% of teachers felt that the quality of developments of supplementary textbooks and evaluation questions had improved, and answered that it was helpful in re-educating knowledge and improving teaching-learning methods. Based on the research results, ways to improve science teacher expertise through infographics creation teacher training program were suggested.

• Journal of Korea Multimedia Society
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• v.23 no.8
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• pp.1019-1029
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• 2020

In this paper, we propose a novel knowledge distillation algorithm to create an compressed deep ensemble network coupled with the combined use of local and global features of face images. In order to transfer the capability of high-level recognition performances of the ensemble deep networks to a single deep network, the probability for class prediction, which is the softmax output of the ensemble network, is used as soft target for training a single deep network. By applying the knowledge distillation algorithm, the local feature informations obtained by training the deep ensemble network using facial subregions of the face image as input are transmitted to a single deep network to create a so-called compressed ensemble DCNN. The experimental results demonstrate that our proposed compressed ensemble deep network can maintain the recognition performance of the complex ensemble deep networks and is superior to the recognition performance of a single deep network. In addition, our proposed method can significantly reduce the storage(memory) space and execution time, compared to the conventional ensemble deep networks developed for face recognition.

• The KIPS Transactions:PartB
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• v.10B no.6
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• pp.719-724
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• 2003

This paper proposed a heuristic to enhance the speed of kNN without loss of its accuracy. The proposed heuristic minimizes the computation of the similarity between two documents which is the dominant factor in kNN. To do this, the paper proposes a method to calculate the upper limit of the similarity and to sort the training documents. The proposed heuristic was implemented on the existing framework of the text categorization, so called, AI :: Categorizer and it was compared with the conventional kNN with the well-known data, Router-21578. The comparisons show that the proposed heuristic outperforms kNN about 30∼40% with respect to the execution time.

• Journal of the Korean Home Economics Association
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• v.42 no.1
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• pp.1-16
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• 2004

The purpose of this study is to understand the relationship between the environmental movement and voluntary simplicity life style. The results of this study are as follows： First, both voluntary simplicity life style and the environmental movement are concepts which became the center of public interest because of the evil practices appeared in the process of the development of capitalism. Second, the level of consciousness of environment is comparatively high, but the level of the power of execution is comparatively low as a whole. In the case of Korea, people have not yet the mature responsibilities of citizenship. It is very important to enforce different informal educations in order to increase the effectiveness of the environmental movement. Home training based on voluntary simplicity life style is the most important informal education for the purpose of increasing the effectiveness of the environmental movement. Consequently, for the preservation of environment we need to do our best endeavors such as home training based on voluntary simplicity life style, environmental education based on our social and cultural background, and more powerful administrative measures which is administrative support rather than administrative control.