• 제목/요약/키워드: learning tendency

검색결과 348건 처리시간 0.023초

상위권 대학 이공계열 학생들의 학업부진 원인과 대처 방안 탐색: A대학 사례를 중심으로 (Exploring the Causes of and Potential Solutions for Low Academic Achievement of Students Majoring in Sciences and Engineering at Prestigious Korean Universities: Case Study of A University)

  • 박알뜨리;이지연;이희원
    • 공학교육연구
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    • 제23권1호
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    • pp.10-25
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    • 2020
  • This study was conducted to identify the causes of academic weakness and to find the ways to cope with it for the students majoring in science and engineering at the top university in Korea. For this purpose, a questionnaire was conducted for students who experienced academic warning and poor academic performance at A university, and a total of 207 students responded. The results were divided into two groups majoring in science and engineering or not and the characteristics and differences of each group were analyzed. In addition, in-depth interviews were conducted with five students who had experienced academic warning and poor academic performance. As a result, the group majoring in science and engineering had a relatively low level of difficulty in forming interpersonal relationships and relatively high degree of participation of activities in their departments. The group majoring in science and engineering have a tendency to choose careers that are connected with their majors, and therefore, their response was relatively low due to lack of career goals. However, the group majoring in science and engineering had difficulty in academic performance due to the difference in basic courses and the level of recognition about self-learning strategy needed for university study was relatively low compared with the group majoring in non-science and engineering. When they experienced academic problems, they said that their interest, support, and positive feedback from professors helped them recover their motivation and continue their studies. Through these results, it was confirmed that intervention and support are needed considering the academic situation and characteristics of the students majoring in science and engineering.

SW융합인재 양성을 위한 비전공자 프로그래밍 학습에 관한 사례 연구 (A Case Study on Programming Learning of Non-SW Majors for SW Convergence Education)

  • 서주영
    • 디지털융복합연구
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    • 제15권7호
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    • pp.123-132
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    • 2017
  • 최근 SW융합인재 양성을 위한 비전공자 대상의 SW교육에 관심이 높아지고 있다. 국내는 SW중심대학을 필두로 전공과 상관없이 모든 학생들에게 SW를 기초교육으로 필수화하는 추세이다. 본 논문은 프로그래밍 수업 사례를 통해 SW 전공자와 비전공자, 비전공자의 경우 인문 계열과 이공 계열의 차이가 프로그래밍 학습 능력과 느끼는 어려움에 연관을 보이는 지를 학업 성취도 분석과 설문 및 개인 상담을 통해 살펴보았다. 그 결과 전공에 따른 학업 성취도엔 유의미한 차이를 보이지 않았으나, 인문 계열이 이공 계열보다 실습, 과제, 팀프로젝트와 같은 실제 프로그램 구현에 대한 체감 난이도는 높게 분석됐다. 상담 결과로 프로그래밍 문제 자체에 대한 이해 부족, 학습과 과제에 도움을 줄 수 있는 친구나 튜터와의 관계 부족, 단편적 교과 지식만으로는 학습 동기를 높이기 힘듦이 주요함을 알 수 있었다. 본 연구를 토대로 비전공자를 위한 SW교육 운영 방향에 대해 제언할 수 있을 것으로 기대한다.

A Study on Pagoda Image Search Using Artificial Intelligence (AI) Technology for Restoration of Cultural Properties

  • Lee, ByongKwon;Kim, Soo Kyun;Kim, Seokhun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권6호
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    • pp.2086-2097
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    • 2021
  • The current cultural assets are being restored depending on the opinions of experts (craftsmen). We intend to introduce digitalized artificial intelligence techniques, excluding the personal opinions of experts on reconstruction of such cultural properties. The first step toward restoring digitized cultural properties is separation. The restoration of cultural properties should be reorganized based on recorded documents, period historical backgrounds and regional characteristics. The cultural properties in the form of photographs or images should be collected by separating the background. In addition, when restoring cultural properties most of them depend a lot on the tendency of the restoring person workers. As a result, it often occurs when there is a problem in the accuracy and reliability of restoration of cultural properties. In this study, we propose a search method for learning stored digital cultural assets using AI technology. Pagoda was selected for restoration of Cultural Properties. Pagoda data collection was collected through the Internet and various historical records. The pagoda data was classified by period and region, and grouped into similar buildings. The collected data was learned by applying the well-known CNN algorithm for artificial intelligence learning. The pagoda search used Yolo Marker to mark the tower shape. The tower was used a total of about 100-10,000 pagoda data. In conclusion, it was confirmed that the probability of searching for a tower differs according to the number of pagoda pictures and the number of learning iterations. Finally, it was confirmed that the number of 500 towers and the epochs in training of 8000 times were good. If the test result exceeds 8,000 times, it becomes overfitting. All so, I found a phenomenon that the recognition rate drops when the enemy repeatedly learns more than 8,000 times. As a result of this study, it is believed that it will be helpful in data gathering to increase the accuracy of tower restoration.

『대학』의 정치철학: 자기성찰(自己省察)과 혈구행정(絜矩行政)의 정치 (The Great Learning and the Political Philosophy)

  • 안외순
    • 한국철학논집
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    • 제27호
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    • pp.327-361
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    • 2009
  • 『대학(大學)』이 본래 치자를 상대로 교육하는 정치학 텍스트였다는 점은 오늘날 우리가 책을 이해하는데 무엇보다도 중요시해야 하는 전제이다. 주지하듯이 정치가에게 '자기성찰적 도덕성(修己)'을 요구하는 『대학』은 오늘날 흔히 이해되듯이 '도덕'과 '행정'이 분리된 이해방식이 아니라 행정의 결과에 정치가의 위대한 도덕행정의 공효가 드러나는 것을 의미하기 때문이다. 즉 『대학(大學)』에서 말하는 도덕은 흔히 말하는 현실과 유리된 도덕적 이해 윤리적 이해를 의미하는 것이 아니라 현실의 정치적 능력을 포함하는 보다 포괄적인 실천 능력 전반을 의미한다. 삼강령 가운데 '명명덕(明明德)'은 정치가의 덕성, 곧 정치가의 자질[明德]을 함양하는 것[明]'을 의미한다. '신민(新民)'은 '정치가의 내실 있는 행정의 결과로 백성들을 혁신 혹은 개신시킨다'는 의미이다. '지어지선(止於至善)'은 '명명덕과 신민의 결과 최고선의 경지에 도달하고 이를 유지하려는 노력'을 의미한다. 이 삼강령은 다시 팔조목의 실천과정으로 세분화된다. 명명덕(明明德)은 '격물(格物)→치지(致知)→성의(誠意)→정심(正心)→수신(修身)'의 5단계 '수기(修己)' 과정으로, '신민(新民)'은 '제가(齊家)→치국(治國)→평천하(平天下)'의 3단계 '치인(治人)' 과정으로 세분화되어 그 실천방법이 제시되었다. 그리고 이 양자의 균형적 조화가 실천되는 그 지점, 곧 수기치인(修己治人)의 지점이 바로 지어지선(止於至善)의 지점이기도 하다. 모든 도덕적 인간이 정치를 하는 것은 아니지만 정치가라면 반드시 도덕적이어야 한다. 그리고 이를 역설한 것이 『대학』이다.

A Single-Center Experience of Robotic-Assisted Spine Surgery in Korea : Analysis of Screw Accuracy, Potential Risk Factor of Screw Malposition and Learning Curve

  • Bu Kwang Oh;Dong Wuk Son;Jun Seok Lee;Su Hun Lee;Young Ha Kim;Soon Ki Sung;Sang Weon Lee;Geun Sung Song;Seong Yi
    • Journal of Korean Neurosurgical Society
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    • 제67권1호
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    • pp.60-72
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    • 2024
  • Objective : Recently, robotic-assisted spine surgery (RASS) has been considered a minimally invasive and relatively accurate method. In total, 495 robotic-assisted pedicle screw fixation (RAPSF) procedures were attempted on 100 patients during a 14-month period. The current study aimed to analyze the accuracy, potential risk factors, and learning curve of RAPSF. Methods : This retrospective study evaluated the position of RAPSF using the Gertzbein and Robbins scale (GRS). The accuracy was analyzed using the ratio of the clinically acceptable group (GRS grades A and B), the dissatisfying group (GRS grades C, D, and E), and the Surgical Evaluation Assistant program. The RAPSF was divided into the no-breached group (GRS grade A) and breached group (GRS grades B, C, D, and E), and the potential risk factors of RAPSF were evaluated. The learning curve was analyzed by changes in robot-used time per screw and the occurrence tendency of breached and failed screws according to case accumulation. Results : The clinically acceptable group in RAPSF was 98.12%. In the analysis using the Surgical Evaluation Assistant program, the tip offset was 2.37±1.89 mm, the tail offset was 3.09±1.90 mm, and the angular offset was 3.72°±2.72°. In the analysis of potential risk factors, the difference in screw fixation level (p=0.009) and segmental distance between the tracker and the instrumented level (p=0.001) between the no-breached and breached group were statistically significant, but not for the other factors. The mean difference between the no-breach and breach groups was statistically significant in terms of pedicle width (p<0.001) and tail offset (p=0.042). In the learning curve analysis, the occurrence of breached and failed screws and the robot-used time per screw screws showed a significant decreasing trend. Conclusion : In the current study, RAPSF was highly accurate and the specific potential risk factors were not identified. However, pedicle width was presumed to be related to breached screw. Meanwhile, the robot-used time per screw and the incidence of breached and failed screws decreased with the learning curve.

수학적 모델링 학습이 문장제 해결에 미치는 효과 (Effects of the Mathematical Modeling Learning on the Word Problem Solving)

  • 신현용;정인수
    • 한국수학교육학회지시리즈C:초등수학교육
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    • 제15권2호
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    • pp.107-134
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    • 2012
  • 수학적 모델링은 일반적으로 수학적인 방법으로 해석되고 이해되어야 하는 실제적인 문제 상황을 해결하기 위해 상황에 대한 적절한 수학적 모델을 구성하여 문제를 해결하는 일련의 과정이라고 할 수 있다. 문장제는 실제적인 측면과 형식적인 측면, 모두를 포함하고 있으므로 수학적 모델링 활동에 이상적인 도구가 될 수 있다. 이에 본 연구는 실세계의 맥락을 고려해야 하는 진정성있는 문장제를 바탕으로 한 수학적 모델링 학습이 문장제 해결 행동, 문장제 해결에서 실생활 경험을 활용하는 능력, 문장제에 대한 신념 등에 미치는 영향을 조사하였다. 연구 결과 문장제에 대한 수학적 모델링 학습은 직접번역 접근(DTA) 대신에 의미기반 접근(MBA)으로 문장제 해결 행동을 이끄는데 효과적이었으며, 문장제를 해결하는데 있어서 실생활 맥락을 고려하는 태도에 긍정적인 영향을 미쳤다. 또한 수학적 모델링 학습은 문장제에 대한 긍정적인 신념을 형성하는데 중요한 역할을 했음을 알 수 있었다. 이와 같은 연구 결과를 바탕으로 초등학교에서 문장제를 어떻게 다루어야 하는지에 대한 시사점을 살펴보았다.

데이터 크기에 따른 k-NN의 예측력 연구: 삼성전자주가를 사례로 (The Effect of Data Size on the k-NN Predictability: Application to Samsung Electronics Stock Market Prediction)

  • 천세학
    • 지능정보연구
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    • 제25권3호
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    • pp.239-251
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    • 2019
  • 본 논문은 학습데이터의 크기에 따른 사례기반추론기법이 주가예측력에 어떻게 영향을 미치는지 살펴본다. 삼성전자 주가를 대상을 학습데이터를 2000년부터 2017년까지 이용한 경우와 2015년부터 2017년까지 이용한 경우를 비교하였다. 테스트데이터는 두 경우 모두 2018년 1월 1일부터 2018년 8월 31일까지 이용하였다. 시계 열데이터의 경우 과거데이터가 얼마나 유용한지 살펴보는 측면과 유사사례개수의 중요성을 살펴보는 측면에서 연구를 진행하였다. 실험결과 학습데이터가 많은 경우가 그렇지 않은 경우보다 예측력이 높았다. MAPE을 기준으로 비교할 때, 학습데이터가 적은 경우, 유사사례 개수와 상관없이 k-NN이 랜덤워크모델에 비해 좋은 결과를 보여주지 못했다. 그러나 학습데이터가 많은 경우, 일반적으로 k-NN의 예측력이 랜덤워크모델에 비해 좋은 결과를 보여주었다. k-NN을 비롯한 다른 데이터마이닝 방법론들이 주가 예측력 제고를 위해 학습데이터의 크기를 증가시키는 것 이외에, 거시경제변수를 고려한 기간유사사례를 찾아 적용하는 것을 제안한다.

수학 영재학생의 개방형 문제 해결 사례 분석 (An Analysis on Open-ended Problem Solving of Gifted Students)

  • 최수아;강홍재
    • East Asian mathematical journal
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    • 제32권4호
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    • pp.545-563
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    • 2016
  • The aim of this study was to observe processes and implication to a given program for the 20 gifted children grade 5 by making the number from 1 to 100 with natural numbers 4,4,9 and 9. Revelation of creativity, mathematical tendency of students and meaningful responses were observed by the qualitative records of this game activity and the analysis of result. The major result of a study is as follows: The mathematical creativities of students were revealed and developed by this activity. And the mathematical attitude were changed and developed, so student could actively participate. And students could experience collaborative and social composition learning by presentations and discussion, competition with a permissive atmosphere and open-game rule. It was meaningful that mathematical ideas (negative number, square root, factorial, [x]: the largest integer not greater than x, absolute value, percent, exponent, logarithm etc.) were suggested and motivated by students themselves.

수학 창의성 신장을 위한 평가 문항 개발 방안 (A Study on the Development Evaluation Item to extend mathematical creativity)

  • 남승인
    • 한국수학교육학회지시리즈E:수학교육논문집
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    • 제21권2호
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    • pp.271-282
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    • 2007
  • Producing tools for actively meeting social needs in a radical changing society due to the development of modern technology has been shifted from physical ability to intelligent ability. The prominence of educating creativity is perceived as a good preparation in order to deal with them. Considered that assessment which is systematic activity to collect, analyze, diagnose, and judge information of a series of instruction practices is means to impart evidence and feedback of teaching learning practices, education and assessment is placed on reciprocal relationship. Nevertheless, there has been some tendency of neglect of assessment, comparing education for upbringing creativity. In this paper model of pencil and paper problem is discussed focusing on the sub-components of creativity and problem solving as one of the variety of means to extend mathematical creativity.

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Teaching English Articles by Learners' Proficiency Levels

  • Lee, Eun-Hee
    • 영어어문교육
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    • 제13권4호
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    • pp.109-126
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    • 2007
  • English article has been considered as one of the most difficult areas to learn among ESL/EFL students. The current paper reviews English learners' article error patterns as well as pedagogy in order to teach English articles and to minimize learning difficulties on English articles. Different pedagogy for English articles on the basis of learners' proficiency levels are suggested as each proficiency level student shows a different error tendency; beginning level language learners used the zero article with the most facility while intermediate level language learners used the definite article the most accurately. However, studies about high advanced level learners' error patterns present that these high accuracy rates among beginning level students might be a result of students' plain guessing. Considering these error patterns, pedagogy for advanced level is also suggested.

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