• International Journal of Computer Science & Network Security
• /
• v.23 no.7
• /
• pp.39-48
• /
• 2023

Breast cancer screening makes extensive utilization of mammography. Even so, there has been a lot of debate with regards to this application's starting age as well as screening interval. The deep learning technique of transfer learning is employed for transferring the knowledge learnt from the source tasks to the target tasks. For the resolution of real-world problems, deep neural networks have demonstrated superior performance in comparison with the standard machine learning algorithms. The architecture of the deep neural networks has to be defined by taking into account the problem domain knowledge. Normally, this technique will consume a lot of time as well as computational resources. This work evaluated the efficacy of the deep learning neural network like Visual Geometry Group Network (VGG Net) Residual Network (Res Net), as well as inception network for classifying the mammograms. This work proposed optimization of ResNet with Teaching Learning Based Optimization (TLBO) algorithm's in order to predict breast cancers by means of mammogram images. The proposed TLBO-ResNet, an optimized ResNet with faster convergence ability when compared with other evolutionary methods for mammogram classification.

• Journal of the Korea Convergence Society
• /
• v.9 no.8
• /
• pp.273-282
• /
• 2018

The purpose of this study is to investigate the experiences using support center for student with disabilities by deaf college students. Participants were selected by purposeful sampling method. The validity of the study was confirmed by in-case and cross-case analysis. As the results in this study, eleven-subthemes in three sections of educational welfare services. Based on the results of this study, the following implications needs to be considered: supplementing the teaching and learning environment by signing an MOU between universities that can remotely provide assistance to the disabled students' support center, improving disability sensitivity and treatment, and solving limited budget problems in the educational welfare field. It is necessary to improve the coping capacity of students with disabilities, create a school culture to solve the customary discrimination and develop teaching and learning methods that combine ICT and IoT technology to guarantee the right of deaf students in a limited.

• Convergence Security Journal
• /
• v.13 no.2
• /
• pp.101-109
• /
• 2013

Problem Based Learning(PBL) is one of effective teaching-learning strategy for enhancing military students' motivation, comparing with the other study method. After monitoring military student classes, we conclude that PBL can enhance the effectiveness of learning in War history case study education and finds merits; PBL assists students to play a more active role in the class, induces students to solve problems independently, and makes the learning military situation real case study. The case study is common in social sciences and life sciences. Case studies may be descriptive or explanatory. It is good for War history education. The demerit of PBL is a costly method as students should spend more time and institutions should provide more manpower and materials. This study suggests that more empirical researches on alternative teaching methods, including PBL, to a lecture in War history education.

• Journal of the Korea Convergence Society
• /
• v.11 no.9
• /
• pp.359-366
• /
• 2020

The purpose of this study was to find out the differences in the teaching methods of elementary, middle and high school physical education teachers for online physical education classes and the improvement of online education. To this end, an online questionnaire was conducted for 166 physical education teachers belonging to the Busan Metropolitan Physical Education Research Association community, and cross-analysis were conducted. There search results are as follows. First, there was no difference in gender, starting with online school. Second, there were differences in the method sand motivation so online physical education classes according to the type of employment, and there was no difference in improvement. Third, there was significant difference in the motivation for online physical education classes according to the teaching career. Based on these research results, it is expected that various efforts will be needed to promote the adaptation and improvement of education and teachers for online physical education classes.

• Journal of Convergence for Information Technology
• /
• v.11 no.10
• /
• pp.151-158
• /
• 2021

The purpose of this paper is to examine the concept of computational thinking in an easy-to-understand way for non-computer majors. First, It is necessary to expand from the problem-solving perspective to the perspective of problem discovery and creation ability, and establish it as a thinking ability that can cultivate human-like thinking, that is, creative thinking. Second, the concept of computational thinking can be viewed not only in the cognitive aspect but also in the emotional motive and attitude aspect. Third, systematic design of teaching methods is needed based on the expansion of the concept to computational thinking that helps learners to improve their reflective ability. It is expected that the results of this study will serve as basic research for various attempts in terms of the purpose and teaching method of computational thinking education in the future.

• Journal of The Korean Association of Information Education
• /
• v.18 no.2
• /
• pp.295-306
• /
• 2014

A form of life is changed rapidly through development of ICT. And we need information ethics as a new norm of information-oriented society. The effect of information ethics can be maximized by education. Therefore, a new curriculum is demanded by new technology and circumstance. Korea Association of Information education has studied a new curriculum and suggested a new plan that contents of information education classified by 'Software', 'Computer System' and 'Convergence Activities' sections. And the 'Convergence Activities' section is composed of 'Information Ethics', 'Productivity Tools' and 'Robot'. In this paper, we studied on learning elements of the 'Information Ethics' of first grade to ninth grade. We analysed the domestic and foreign curriculum, research results and new issues about information ethics and selected the learning elements about information ethics. We nextly suggested the achievement goals, teaching-learning methods and evaluation methods of information ethics. We expect that the learning elements we suggested about information ethics will contribute to deal with wisely information dysfunction and to training correct talented individuals.

• Journal of the Korea Convergence Society
• /
• v.7 no.2
• /
• pp.109-118
• /
• 2016

The purpose of this study was I cultivate practical ability to solve diverse and complex issues in the field of convergence and applied learning and practical training element through problem-based learning to preliminary sports leaders. Selected students in grades 3 to 28 Sports Science S university people to them as participants and through a qualitative case study methods, such as group interviews, participant observation, open questionnaire and the following results were obtained. First, the level of satisfaction on class was high and the class was evaluated with significant contemplation. Second, it has been collecting a variety of learning materials to understand, interpret and improve the ability to solve practical problems in the process of actively reconstruct their own knowledge structure. It also gave a positive impact on the creative and divergent thinking to accelerate the promotion of autonomy. Third, opinions about teamwork, sharing your thoughts with colleagues point is that you can see yourself in other people's positions were evaluated as positive effects.

• Journal of the Korean earth science society
• /
• v.44 no.4
• /
• pp.331-341
• /
• 2023

The goal of this study was to examine the PCK required for science teachers and PCK required for university teacher educators in terms of school science knowledge, science teaching and learning, and the role of science educators, which are the main axes of science education in future schools, and to explore the relationship between them. This study is a follow-up to a previous stage of research that explored the prospects for changes in schools in the future (2040-2050) in terms of school knowledge, educational methods, and teacher roles. Based on in-depth interviews, qualitative and semantic network analyses were conducted to derive and compare the characteristics of PCK and PCK. As for the main research results, science teacher PCK in future schools should include expertise in organizing science classes centered on convergence topics, expertise in digital platforms and ICT use, and expertise in building a network of learning communities and resources, as part of the expertise of human teachers differentiated from AI. Teacher educators' PCK includes expertise in the research and development of T-L methods using AI, expertise in the knowledge construction process and practice, and expertise in developing preservice teachers' research competencies. Discussed in the conclusion is the change in teacher PCK and teacher educator PCK with changes in science knowledge, such as convergence-type knowledge and cognition-value integrated knowledge; and the need to emphasize values, attitudes, and ethical judgments for the coexistence of humans and non-humans as school science knowledge in the post-humanism future society.

• The Journal of the Convergence on Culture Technology
• /
• v.9 no.1
• /
• pp.437-442
• /
• 2023

The purpose of this study is to verify the effect of gamification-based classes on the learning motivation and learning immersion of junior college students and to explore the meaning. This study was conducted on 80 students from two departments as part of the teaching and learning community activities supported by the D University Teaching and Learning Development Center in Busan. The research problem of this study is, first, does gamification-based classes affect the strengthening of learning motivation of junior college students? Second, does gamification-based classes affect the learning immersion of junior college students?. As a result of conducting a survey before and after the application of gamification-based classes and examining the effectiveness, gamification-based classes showed statistically significant changes in all categories of learners' learning motivation, learning immersion. Through this, it can be seen that gamification-based classes are valuable as teaching and learning methods suitable for improving the learning motivation and learning immersion of junior college students.

• Journal of the Korea Convergence Society
• /
• v.8 no.11
• /
• pp.403-411
• /
• 2017

In recent years, various activities have been carried out in terms of talent donation for community together. This study suggests curriculum model about talent donation program centered on beauty majors. The key elements revealed in previous literature studies were used as educational contents of this study. The program presented in this study can be used to expand talent donations by beauty talent. The curriculum of the program for community together consisted of talent donation goals, teaching and learning methods, and evaluation items. This training program is divided into understanding area of talent donation and technique area of skin beauty.