• Title/Summary/Keyword: using in class

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MCSVM을 이용한 반도체 공정데이터의 과소 추출 기법 (Under Sampling for Imbalanced Data using Minor Class based SVM (MCSVM) in Semiconductor Process)

  • 박새롬;김준석;박정술;박승환;백준걸
    • 대한산업공학회지
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    • 제40권4호
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    • pp.404-414
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    • 2014
  • Yield prediction is important to manage semiconductor quality. Many researches with machine learning algorithms such as SVM (support vector machine) are conducted to predict yield precisely. However, yield prediction using SVM is hard because extremely imbalanced and big data are generated by final test procedure in semiconductor manufacturing process. Using SVM algorithm with imbalanced data sometimes cause unnecessary support vectors from major class because of unselected support vectors from minor class. So, decision boundary at target class can be overwhelmed by effect of observations in major class. For this reason, we propose a under-sampling method with minor class based SVM (MCSVM) which overcomes the limitations of ordinary SVM algorithm. MCSVM constructs the model that fixes some of data from minor class as support vectors, and they can be good samples representing the nature of target class. Several experimental studies with using the data sets from UCI and real manufacturing process represent that our proposed method performs better than existing sampling methods.

초(初).중등교육시설(中等敎育施設)의 실내쾌적성(室內快適性) 평가(評價) 우리나라 대표적(代表的) 건축(建築) 사례(事例)를 중심(中心)으로 (An Evaluation of School Building Systems with respect to Students' Comforts in the Class Room in Korea)

  • 민창기
    • 교육시설
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    • 제2권3호
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    • pp.31-38
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    • 1995
  • The paper is to evaluate existing school building system with respect to students' comforts in the class room in Korea. This paper compared three styles of different school building system builted during last 20 years. Using statistical analysis, at first, the paper found that box-style structure is efficient for sustaining heat in the class room because it is compactly constructed. Secondly, air conditioning in the class room is important factor affected students' comforts in the summer time and for the smog occurring in the heating class room. Thirdly, we should compactly construct school building because the compactiveness of building components is important factor for student comforts. Fouthly, heating system in the class room should be changed. The system using gas or electricity insteded of coals should be introduced in the class room for the smog of the stove in winter time and for freshness in summer time.

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Assessment of lower incisor alveolar bone width using cone-beam computed tomography images in skeletal Class III adults of different vertical patterns

  • Lee, Sanghee;Hwang, Soonshin;Jang, Woowon;Choi, Yoon Jeong;Chung, Chooryung J;Kim, Kyung-Ho
    • 대한치과교정학회지
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    • 제48권6호
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    • pp.349-356
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    • 2018
  • Objective: This study was performed to investigate the alveolar bone of lower incisors in skeletal Class III adults of different vertical facial patterns and to compare it with that of Class I adults using cone-beam computed tomography (CBCT) images. Methods: CBCT images of 90 skeletal Class III and 29 Class I patients were evaluated. Class III subjects were divided by mandibular plane angle: high (SN-MP > $38.0^{\circ}$), normal ($30.0^{\circ}$ < SN-MP < $37.0^{\circ}$), and low (SN-MP < $28.0^{\circ}$) groups. Buccolingual alveolar bone thickness was measured using CBCT images of mandibular incisors at alveolar crest and 3, 6, and 9 mm apical levels. Linear mixed model, Bonferroni post-hoc test, and Pearson correlation analysis were used for statistical significance. Results: Buccolingual alveolar bone in Class III high, normal and low angle subjects was not significantly different at alveolar crest and 3 mm apical level while lingual bone was thicker at 6 and 9 mm apical levels than on buccal side. Class III high angle group had thinner alveolar bone at all levels except at buccal alveolar crest and 9 mm apical level on lingual side compared to the Class I group. Class III high angle group showed thinner alveolar bone than the Class III normal or low angle groups in most regions. Mandibular plane angle showed negative correlations with mandibular anterior alveolar bone thickness. Conclusions: Skeletal Class III subjects with high mandibular plane angles showed thinner mandibular alveolar bone in most areas compared to normal or low angle subjects. Mandibular plane angle was negatively correlated with buccolingual alveolar bone thickness.

치위생학과 학생의 가상현실(VR) 적용 두경부해부학 수업태도 및 만족도 (Attitude and satisfaction of head and neck anatomy class using virtual reality (VR) in dental hygiene students)

  • 조혜은
    • 한국치위생학회지
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    • 제21권6호
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    • pp.813-820
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    • 2021
  • Objectives: This study was conducted to verify the effectiveness of the VR-applied head and neck anatomy class and to be used as basic data for the development of a teaching method using VR in the basic dental hygiene field. Methods: A convenience sample was extracted from 128 students and graduates who completed the head and neck anatomy class at the department of dental hygiene at a university in Gwangju. From June 1 to July 31, 2021, an online survey was conducted on class attitude and satisfaction, and statistical analysis was performed using frequency analysis and independent sample t-test. Results: Class attitude (3.79), interest (3.64), attention (3.88), learning motivation (3.80), and achievement motivation (3.84) were all high in the head and neck anatomy VR application group (p<0.01). Satisfaction (3.99), relevance of class content (4.06) and class achievement (3.96) were high in the head and neck anatomy VR application group (p<0.01). The suitability of class attitude (3.65) and class content (sub-item of class satisfaction) (4.13) was high in the group with the 4th industrial revolution education experience (p<0.05). Conclusions: The effect of VR application in the head and neck anatomy class was confirmed to increase students' class attitude and satisfaction. In the basic dental hygiene curriculum, it will be necessary to develop and utilize teaching methods related to the 4th industrial revolution and VR application classes.

An Automatic Construction for Class Diagram from Problem Statement using Natural Language Processing

  • Utama, Ahmad Zulfiana;Jang, Duk-Sung
    • 한국멀티미디어학회논문지
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    • 제22권3호
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    • pp.386-394
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    • 2019
  • This research will describe algorithm for class diagram extraction from problem statements. Class diagram notation consist of class name, attributes, and operations. Class diagram can be extracted from the problem statement automatically by using Natural Language Processing (NLP). The extraction results heavily depends on the algorithm and preprocessing stage. The algorithm obtained from various sources with additional rules that are obtained in the implementation phase. The evaluation features using five problem statement with different domains. The application will capture the problem statement and draw the class diagram automatically by using Windows Presentation Foundation(WPF). The classification accuracy of 100% was achieved. The final algorithm achieved 92 % of average precision score.

Comparison of occlusal contact areas of class I and class II molar relationships at finishing using three-dimensional digital models

  • Lee, Hyejoon;Kim, Minji;Chun, Youn-Sic
    • 대한치과교정학회지
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    • 제45권3호
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    • pp.113-120
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    • 2015
  • Objective: This study compared occlusal contact areas of ideally planned set-up and accomplished final models against the initial in class I and II molar relationships at finishing. Methods: Evaluations were performed for 41 post-orthodontic treatment cases, of which 22 were clinically diagnosed as class I and the remainder were diagnosed as full cusp class II. Class I cases had four first premolars extracted, while class II cases had maxillary first premolars extracted. Occlusal contact areas were measured using a three-dimensional scanner and RapidForm 2004. Independent t-tests were used to validate comparison values between class I and II finishings. Repeated measures analysis of variance was used to compare initial, set up, and final models. Results: Molars from cases in the class I finishing for the set-up model showed significantly greater contact areas than those from class II finishing (p < 0.05). The final model class I finishing showed significantly larger contact areas for the second molars (p < 0.05). The first molars of the class I finishing for the final model showed a tendency to have larger contact areas than those of class II finishing, although the difference was not statistically significant (p = 0.078). Conclusions: In set-up models, posterior occlusal contact was better in class I than in class II finishing. In final models, class I finishing tended to have larger occlusal contact areas than class II finishing.

Class-D 증폭기를 사용한 가진기 시스템의 전기적 잡음 감소 (Electrical Noise Reduction in the Electromagnetic Shaker System using a Class-D Amplifier)

  • 윤을재;김인식;한태균
    • 한국추진공학회지
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    • 제3권4호
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    • pp.12-22
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    • 1999
  • Class-B 증폭기를 사용하는 가진기 시스템의 운용으로 인하여 다른 전자 시스템에 전자파 장해가 나타날 수 있으며, 이런 경우에 사용자가 이 장해를 해결하기 위하여 필요한 대책을 마련하기를 요구하고 있다. 한 가진기 시스템에서는 공통모드 잡음전압의 효과를 줄이기 위하여 Class-D 증폭기에서 차동증폭기가 사용되었고, 다른 가진기 시스템에서는 접지루프를 막기 위하여 변압기가 삽입되었다. 이 방법들은 이전에 발생하였던 불필요한 진동의 감소를 보여주고 있다. 전하증폭기의 변압기가 접지루프를 방지하기 위하여 Class-AB 증폭기를 사용한 가진기 시스템에서 수 년간 사용되었으나, Class-D 증폭기를 사용하는 가진기 시스템에서 이것은 잡음에 민감하였다. 따라서 전하증폭기와 진동 제어분석 시스템 사이의 접지루프를 변압기를 사용하지 않고 해결하였다. 이 방법의 유용성이 실험결과를 통하여 확인되었다.

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초등학교 수학과 수업에서 포트폴리오의 활용 가능성과 그 적용 방안에 관한 연구 (A study on the possibility and using method of portfolio in elementary mathematics class)

  • 이명희;송상헌
    • 대한수학교육학회지:학교수학
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    • 제4권3호
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    • pp.331-346
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    • 2002
  • This study has two purposes. One is to know that it is Possible to use portfolio in the elementary math class. The other is to make a useful method for using portfolio. We got the following conclusion through the study. Portfolio gave students an opportunity that they could review their mathematical thinking. But it couldn't work very well for the low-level students. They didn't pay attention to the class. So, careful prepa-ration and training were necessary for the portfolio material. And the portfolio material must be prepared by appropriate contents. Teacher had to do math class by considering students ability. The math class could be much better for motivation, teaching-learning activity impro-vement and communication tool by using portfolio material. There are several imple-mentation processes in preparation, execution and utilization of the class. 1) Preparation: Teacher must decide if it is appropriate for portfolio by analyzing the course and textbook and set a final goal. And then teacher has to select an appropriate item and make a schedule for the class. The portfolio material must contain valuable things from which students learn mathematics and use in their life. The student level, utilization purpose and contents are considered when one prepares portfolio material. 2) Execution: Students are supposed to understand about the portfolio very well. It is important for them to get the opportunity for reviewing through math class diary, their opinion, friends opinion and teachers opinion. 3) Utilization: Parents review ameliorates the communication among teacher, student and parents about learning activity.

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실감형 콘텐츠를 활용한 융합 수업 프로그램에 대한 중학교 영재 학생 및 예비 교사의 인식 조사 (Perceptions of the Middle School Gifted-students and Pre-teachers About the Convergence Class Programs Using Realistic Contents)

  • 김은지;김현경
    • 대한화학회지
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    • 제66권2호
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    • pp.96-106
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    • 2022
  • 본 연구에서는 증강현실 및 가상현실의 실감형 콘텐츠를 활용한 융합 수업 프로그램이 중학교 영재 학생의 수업 만족도 및 과학적 태도에 미치는 영향과 인식을 알아보는데 목적이 있다. 스마트 기기를 활용한 실감형 콘텐츠를 포함하여 융합 수업 프로그램을 개발하고 영재 학생들에게 적용한 후 설문을 통해 영재 학생의 수업 만족도 및 과학적 태도와 인식을 조사하였다. 또한 예비 교사들을 대상으로 설문을 실시하여 수업 프로그램의 중학생의 수업 만족도 및 과학적 태도에 대한 영향 그리고 실감형 콘텐츠를 활용한 수업에 대한 인식을 조사하고 분석하였다. 연구 결과, 영재 학생 및 예비 교사 모두 실감형 콘텐츠를 활용한 수업 프로그램의 수업 만족도에 대해 긍정적으로 인식하였다. 특히, 실감형 콘텐츠를 활용한 수업이 학습 동기와 흥미를 유발시킬 수 있다는 점에서 긍정적이었다. 반면, 어플리케이션의 질적 수준이 낮다는 것과 스마트 기기의 인프라 부족 등이 단점이라고 지적하였다. 또한 예비 교사는 실감형 콘텐츠를 활용한 수업에 대한 자신감과 정보는 부족하지만 실감형 콘텐츠를 활용한 수업이 필요하며 이에 대비한 예비 교사를 위한 교육이 필요하다고 인식하였다. 이를 바탕으로 미래 교육을 위한 학교 내 시설 및 장비 마련, 융합 수업에 활용 가능한 어플리케이션의 개발, 실감형 콘텐츠를 활용한 프로그램 및 교수 학습 자료 개발, 예비 교사를 위한 교육 등에 대한 시사점을 얻었다.

학교 주변 장소를 활용한 환경교육 프로그램의 개발과 적용이 환경친화적 태도에 미치는 효과 (The Effects of Development and Application of Environment Education Program by Using Places around School on the Environment-Friendly Attitudes)

  • 이용섭
    • 한국환경교육학회지:환경교육
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    • 제20권4호
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    • pp.166-179
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    • 2007
  • The purpose of this study is to find a concrete plan by examining effect of environmental education program on Environment-friendly Attitudes in sixth grade elementary school and to testify the educational values of environmental education program. The study was carried out by 32 students, which was experimental group and by 32 students, control group, in the sixth grade of Y elementary school located in yangjung, Busan city. Both group was found out the same quality group through the pre-test. Environmental class using environmental education program was applied to experimental group and traditional lecture class was applied to control group. After executing post-test to each group, comparative analysis was conducted by t-test using a SPSS 12.0 program. The result of post-test showed that experimental group taken environmental class using environmental education program was more statistically meaningful than control group taken traditional lecture class in the cognitive, emotional, behavioral area. As a result, in sixth grade elementary school environmental class using a environmental education program was more effective in knowledge-acquirement about the overall environ mental programs, and in fostering Environment-friendly Attitudes and behaviors than traditional lecture class. The teacher must develop efficient environment education program in such side.

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