• Title/Summary/Keyword: field learning

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A Study on the Improvement of Image Classification Performance in the Defense Field through Cost-Sensitive Learning of Imbalanced Data (불균형데이터의 비용민감학습을 통한 국방분야 이미지 분류 성능 향상에 관한 연구)

  • Jeong, Miae;Ma, Jungmok
    • Journal of the Korea Institute of Military Science and Technology
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    • v.24 no.3
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    • pp.281-292
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    • 2021
  • With the development of deep learning technology, researchers and technicians keep attempting to apply deep learning in various industrial and academic fields, including the defense. Most of these attempts assume that the data are balanced. In reality, since lots of the data are imbalanced, the classifier is not properly built and the model's performance can be low. Therefore, this study proposes cost-sensitive learning as a solution to the imbalance data problem of image classification in the defense field. In the proposed model, cost-sensitive learning is a method of giving a high weight on the cost function of a minority class. The results of cost-sensitive based model shows the test F1-score is higher when cost-sensitive learning is applied than general learning's through 160 experiments using submarine/non-submarine dataset and warship/non-warship dataset. Furthermore, statistical tests are conducted and the results are shown significantly.

Effective Method to Improve the Competence of the Vocabulary by the Image and Listening (이미지와 듣기자료를 중심으로 어휘력 향상을 위한 효율적 학습 적용 방안)

  • JUNG, Il Young
    • Cross-Cultural Studies
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    • v.38
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    • pp.461-500
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    • 2015
  • This study aims to investigate the effective method to improve the competence of the Vocabulary by the image and listening towards the ELF. In the first part, we observed the problems and point improvement on learning vocabulary based on learner survey. In the second part, we analyzed two remarkable studies: - consistent and adapt method, communicational context - method based on the lexical, morphological semantical, notional and thematic field Then we proposed effective methods that are applicable to the vocabulary's learning in the class : - learning vocabulary by combining the words - learning vocabulary based on the meaning field - learning vocabulary as concrete characters - learning vocabulary by the descriptive character - learning vocabulary with the type "who am I?" - learning vocabulary by listening For teachers, one of the difficulties to the conduct of vocabulary course is that learners take passive position. Specifically, it is the teachers who play an important role because it runs in the direction of the course. However, learners do not show the active attitude for vocabulary lessons despite the course to take to improve their vocabulary skills. Therefore, teachers must prepare course materials that can both improve the competence of the vocabulary of learners and cause their interest or desire on the current vocabulary. This is why teachers should exploit various materials depending on the skill level of the learner vocabulary.

Relationships Between Student Cognitive . Affective Characteristics and Conceptual Understanding from Individual CAl for Science Learning (과학 학습을 위한 개별적인 CAI에서 학생들의 인지적.정의적 특성과 개념 이해도의 관계)

  • Noh, Tae-Hee;Kim, Kyung-Sun
    • Journal of The Korean Association For Science Education
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    • v.25 no.7
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    • pp.728-735
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    • 2005
  • In this study, relationships between student the cognitive affective characteristics and conceptual understanding from individual computer-assisted instruction were investigated. Tests regarding field dependence-independence, learning strategy, self-regulated ability, visual learning preference, goal orientation, self-efficacy on ability, and computer attitude were administered. After having been taught by means of a CAl program, a conception test on molecular motion was administered. It was found that student conceptual understanding was significantly related to field independence, learning strategy, self-regulated ability among the cognitive characteristics and visual learning preference, goal orientation, self-efficacy on ability among the affective characteristics. Multiple regression analysis of the cognitive characteristics on conceptual understanding found that field dependence-independence was the most significant predictor. Self-regulated ability and a deep learning strategy were also found to have predictive power. Lastly, analysis of the affective characteristics, visual learning preference and self-efficacy on ability exposed them to be significant predictors of student conceptual understanding.

The Effects of Cooperative Learning through STAD Model on High School Student' Learning Achievements and Scientific Attitudes in the Field of Astronomy (Student Team-Achievemenl Division(STAD) 모형의 협동학습이 고등학교 학생들의 천문영역에 대한 학업성취도와 과학적 태도에 미치는 영향)

  • Park, Hong-Seo;Cho, Yong-Goo
    • Journal of the Korean earth science society
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    • v.23 no.8
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    • pp.640-648
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    • 2002
  • The purposes of this study is to examine the effects of cooperative teaming through student team-achievement division (STAD) model on high school students’ leaming achievements and scientific attitudes in the field of astronomy. It is another aim to compare effects of cooperative learning based on improvement scores with traditional teaching method done only by teachers in astronomy field. This study was conducted on two tenth grade classes in a boy’s high school in Incheon. Students had four classes a week in cooperative learning way for four weeks. During cooperative learning classes, formative evaluation was given to students every week oil Stars and Exploring the Solar System. The results show that these two approaches have great different effects on students’ astronomical knowledge and that students adopt more positive scientific attitude toward cooperative learning classes than traditional ones. In conclusion, the cooperative learning is more effective and positive than traditional one in learning astronomical knowledge and in students scientific attitude for science classes.

A Comparison of the Characteristics of Analogies Generated by Middle School Students Depending on Their Scientific Creativity, Field Independence/dependence, and Learning Approach (과학적 창의성, 장독립성·장의존성, 학습접근양식에 따른 중학생이 생성한 비유의 특징 비교)

  • Kim, Minhwan;Lee, Donghwi;Noh, Taehee
    • Journal of the Korean Chemical Society
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    • v.62 no.1
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    • pp.36-42
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    • 2018
  • In this study, we investigated the characteristics of analogies generated by middle school students in the perspectives of the number of analogies, the mapping understanding, and the diversity and originality of analogs. We also compared the results by students' scientific creativity, field independence/dependence, and learning approach. Participants in this study were 250 9th graders in Seoul. The analyses of the results revealed that the students of higher scientific creativity generated more analogies, had a higher level of mapping understanding, and used more diverse and original sources. Field independent students had a higher level of mapping understanding. However, the other characteristics of analogies were not related to field independence/dependence. Meaningful understanding approach was related to all the characteristics of analogies, while rote learning approach was not related to any characteristics of analogies. Educational implications of these findings are discussed.

Study on the Awareness of Teachers about the Fields for Environmental Education (환경교육의 장(場)에 대한 교사들의 인식에 관한 연구)

  • 김인호;김귀곤
    • Hwankyungkyoyuk
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    • v.11 no.1
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    • pp.195-216
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    • 1998
  • This study was planned to define the concept and the patterns of the fields for environmental education through the theory review about the fields for environmental education that were important at school environmental education for field-experience learning, and to survey the using status of the fields for environmental education and the awareness of teachers who have been teaching practically students environmental education in school through the questionnaire. The results derived from this study were as follows ; First, the use of the fields for environmental education in environmental education is necessary aspect of the importance of field-experience learning and the environmental education strategy through personalization of environment and is essential to the substantiality of school environmental education. The concept of the fields for environmental education is defined that it is used as place(space) for environmental education, is located most outdoor space, promote students the concern and consciousness about environment. The patterns of the fields for environmental education may be classified the field for nature observation learning surrounding, the fields for nature observation and field survey, the fields for visit and field trip, and the fields for experience and participation by the contents and the purpose of educational program. Second, according to the results of the teacher's awareness survey, most responded teachers gave an affirmative answer about the necessity of practical use of the fields for environmental education, and it was used mainly in special lecture, weekend, and legal holiday. Also, it was surveyed that time for using the fields was brought as the most serious obstacle by teachers. In particular, teachers preferred the environmental education fields for experience and participation above all others. Third, from the results about the using status of the fields for environmental education, school environmental education mostly have been taught in indoor classroom, school landscape(school grounds) was evaluated the most easily useful the fields for environmental education in formal lecture, because it can solve the lack of time. Also, it was proved that eco-park, stream, and river were fit for the field-experience learning with small students group.

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Exploring the Lifelong Education Field Experience of Adult College Students (성인대학생의 평생교육 현장실습 경험 탐구)

  • Song, Seong-Suk
    • Journal of Industrial Convergence
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    • v.19 no.5
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    • pp.47-59
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    • 2021
  • This study explored the lifelong education field experience of adult college students. For this purpose, a qualitative case study was conducted with 5 adult college students from November 17, 2020 to May 14, 2021 through practical diaries, assignment analysis and in-depth interviews. As a result of the study, we discovered two things. First, the lifelong education field practice experience is a 'mountain to overcome! Lifelong education field practice', 'expansion of awareness of lifelong education', 'confidence field practice', and 'A picture is worth a thousand words'were revealed. Second, the meaning of the lifelong education field experience is 'formation of a learning community through teamwork with colleagues', 'realization that people are the core of the lifelong education', 'changes in the professional identity of the lifelong education history', and 'The life of a lifelong learning practitioner who wants to challenge' life' was revealed. These results will lead field training participants to grow qualitatively, and can be used as basic data for securing professional expertise and providing quality field training. A follow-up study was proposed for adult college students who belong to other colleges.

The Effects of Individual Characteristics of IPP Work-Learning Trainees and Field Teachers of Participating Companies on Trainees' Employability - Focusing on Social Integration and Absorption Capabilities of Companies - (IPP일학습 훈련생과 참여기업 현장교사의 개인특성이 훈련생의 고용가능성에 미치는 영향 -기업의 사회적통합과 흡수역량 중심으로-)

  • Bae, Yong Il;Seo, Young Wook
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.12
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    • pp.83-93
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    • 2019
  • The purpose of this study is to suggest implications for maximizing the effectiveness and efficiency of IPP work-learning by studying the effects of the personal characteristics of trainees and firm's field teacher on trainees' employability. The following conclusions were drawn by verifying the causal relationship between factors based on a questionnaire (157 copies) distributed to 200 trainees (learning workers) of 9 universities participating in IPP work-learning training. First, in order to increase the employability of IPP trainees, it is necessary to select trainees with strong core competencies and failure tolerance by verifying individual characteristics of trainees. Secondly, companies should appoint senior staff with strong leadership and teaching capacity as corporate field teachers, and corporate field teacher training institutions should reinforce the training to improve their leadership. Third, work-learning companies should be selected as those with high social integration and absorption capacity, and those companies should try to build an organizational culture of acquiring and learning new technologies. The results of this study are expected to contribute to enhancing the effectiveness of work-learning training by establishing a training system that can systematically select trainees and participating companies and enhance the training capacity of companies and field teachers.

ZOOMING FUNCTIONAL METHOD FOR POSITION MEASUREMENT IN ENCLOSING SIGNAL FIELD BASED N CONCEPT OF PROGRESSIVE LEARNING MEASUREMENT SYSTEM

  • Ohyama, Shinji;Cao, Li;Kobayashi, Akira
    • 제어로봇시스템학회:학술대회논문집
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    • 1997.10a
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    • pp.1318-1321
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    • 1997
  • A method for two-dimensional position measurement using an enclosing field has been studied and reported. The feature of this mehtod is zooming functional measurement by operating both the initial phase shift and the brightness ratio of the lighting function. An experimental system was developed and the experimental results on zooming effects are shown in this paper. This system is also an example of a "progressive learning measurement system".tem".uot;.

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Comparative Analysis of Dental Hygiene Course Students' NCS Learning Goals before and after NCS Class

  • Woo, Hee-Sun
    • Journal of the Korea Society of Computer and Information
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    • v.23 no.3
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    • pp.79-84
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    • 2018
  • The government developed National Competency Standards and expands field friendly education for innovation of industrial field based education training. NCS is the national level of standards that the government systemized knowledge, skills and attitudes required to work in industrial fields by each industry and each level. This study was intended to research NCS education contents of an introduction of dental hygienics, which is a basic major subject among subjects of dental hygiene course, to present learning goals accordingly, and to be used as a basic resource of NCS field oriented classes of dental hygienists through the comparison before and after. In case of the dental hygiene course, dental hygienists are performing important core tasks as clinicians at dental offices. Therefore, such comprehensive and professional performance abilities as scaling, oral prophylaxis and oral health education are required at the fields. The education process and education contents for this should be researched continuously.