• 제목/요약/키워드: math education using technology

검색결과 38건 처리시간 0.023초

시각화를 이용한 선형대수학 교수학습모델 - $R^n$의 부분공간 - (Linear Algebra Class Model using Technology(Matlab) - LINEAR SUBSPACES OF $R^n$ -)

  • 김덕선;이상구;정경훈
    • 한국수학교육학회지시리즈E:수학교육논문집
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    • 제21권4호
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    • pp.621-646
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    • 2007
  • 컴퓨터의 발전은 수학교육 특히 선형대수학 교수-학습 방법에 큰 개선 가능성을 보여준다. 수학 교육 및 연구용으로 많이 쓰이는 프로그램은 MATHEMATICA, MATLAB, MAPLE, Drive, LINPRAC 등 다양하다. 그 중 MATLAB(MATrix LABoratory)은 행렬 연산 속도가 뛰어나고 계산 수학 특히 수치적 선형대수학 연구와 교육에 잘 맞는 프로그램이다. 본 논문에서는 $R^n$의 부분공간 개념을 중심으로 선형대수학의 주요 개념을 시각적 이해를 통하여 효과적으로 전달하는 교수학습법을 MATLAB를 이용하여 소개한다.

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A Study on the Effectiveness of LMS for Improving College Student's Mathematics Performance using a Propensity Score Matching Method

  • Heejoo PARK;Sunyoung BU;Jihoon RYOO
    • Educational Technology International
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    • 제25권1호
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    • pp.67-92
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    • 2024
  • This study aims to verify the practical effectiveness of learning management system (LMS) by introducing a LMS enhancing digital assessment utilizing automatic item generation in order to strengthen college student's mathematics performance. Teaching assisted with digital assessment in the LMS was applied to college mathematics classes, and the research question is whether or not students in the classes utilizing the LMS perform better than the regular classes. In particular, a calculus course, which is the foundation of important artificial intelligence technology in the future, was utilized in this study. The participants of this study were 248 freshmen in science and engineering who were taking calculus courses at a small to mid-size university. A total of 156 freshmen were selected after applying a propensity score matching method (PSMM), 78 from classes utilizing the LMS and 78 from regular classes without the LMS assisted with the digital assessment. As a result, it was found that there was a statistically significant difference in the math academic growth of students who used the LMS and those who did not. In other words, when LMS was used in calculus, students' academic growth was greater. The results of this study are meaningful in that they observed students' academic growth and confirmed that LMS enables a positive role in students' academic growth. In addition, if digital assessment is strengthened and LMS that enables individualized learning analysis is introduced and implemented in educational institutions, it is expected to play a major role in strengthening students' academic performance.

The Effectiveness of Cognitive Scaffolding in an Elementary Mathematics Digital Textbook

  • CHOI, Jeong-Im
    • Educational Technology International
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    • 제14권1호
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    • pp.75-108
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    • 2013
  • The purpose of this study is to find a way to improve digital textbooks for self-regulated learning by applying cognitive scaffolding designs to an elementary math digital textbook and examining the effectiveness of the system. Hence this study was conducted in two steps. First, a framework for scaffolding design was devised by examining the problems and difficulties students encounter when using a mathematics digital textbook. Second, after the digital textbook was revised by applying the scaffolding design frameworks, the effectiveness of the scaffolding framework was examined by comparing students' achievement levels in an experimental group and that of students in a control group. Seventy fifth-graders participated in this study. Students were divided into two groups: an experimental group and a control group. The students in the experimental group studied with the revised version of the digital textbook and the students in the control group studied with the original version of the digital textbook. The students received a pretest before the experiment. After the experiment, they took an achievement test and completed a usability questionnaire. The data were analyzed by ANCOVA with the SPSS Windows version. The results revealed that the students who used the revised program (to which design strategies for scaffolding were applied) showed higher levels of achievement than those who used the original version. In addition, students in the experimental group generally showed higher scores on the usability survey, which consisted of four sub-categories such as 'effectiveness', 'efficiency', 'satisfaction', and 'learnability'. There was a statistically significant effect on 'efficiency'. These results implied that scaffolding strategies were effective for mathematics learning through the use of an elementary digital textbook.

스토리텔링을 활용한 유아수학교육 교육공동체 참여경험과 그 의미 (Experience of Participation in Educational Community in Early Childhood Mathematics Education Using Storytelling and its Meaning)

  • 김경은
    • 융합정보논문지
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    • 제11권2호
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    • pp.219-228
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    • 2021
  • 본 연구는 스토리텔링을 활용한 유아수학교육에서의 유아교사들 간 그리고 연구자와의 협력적 관계로 이루어진 교육공동체 참여 경험을 살펴보고, 그 경험의 의미에 대해 알아보고자 하였다. 이를 위해 부산 소재 유치원 교사 3명과 연구자가 2016년 3월 14일 교육공동체의 형성으로 시작되어 2016년 7월 26일까지 진행되었으며, 교육공동체 모임 토의전사자료, 교사와 연구자의 반성적 저널자료, 교사의 개별면담 전사 자료를 수집하여 질적분석하였다. 연구결과, 첫째, 스토리텔링을 활용한 유아수학교육에서의 교육공동체 참여 경험은 개인적 수학경험과 수학적 상황을 공유하고 공유를 통해 수학내용지식을 이해하고 학습하였으며, 교육공동체를 통해 소통하면서 자신의 수학적 경험에 대하여 반성적 사고를 하였다. 둘째, 스토리텔링을 활용한 유아수학교육 교육 공동체 참여 경험의 의미를 살펴보면 수학적 오류를 통해 함께 배우고, 공유를 통해 더 나은 수업의 방향을 습득하여 협력적 수학탐구과정을 즐기는 교사로 성장하였고, 스토리텔링을 활용한 유아수학교육에서의 협력을 통한 공동실천을 증진하였다.

증강현실 기반 입체도형 학습도구 시스템 (Augmented Reality based Learning System for Solid Shapes)

  • 문예지;김대환;조동식
    • 스마트미디어저널
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    • 제13권5호
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    • pp.45-51
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    • 2024
  • 최근 교육의 학습 효과에 도움을 제공하기 위해 실감 콘텐츠 환경에서 상호작용을 제공하는 시스템이 널리 활용되고 있다. 특히, 증강현실(Augmented reality) 기술은 실제 학습 환경에 가상의 물체를 합성하여 정보를 직관적으로 이해하는데 도움을 제공할 수 있다. 본 논문에서는 기하와 관련된 입체도형에 대한 수학개념을 3차원의 공간 정보를 이용하여 학습하는 증강현실 도구를 개발하였다. 이를 위해 수학 교육 과정 중 각기둥과 각뿔에 관한 교과서에 증강현실 합성 기술을 적용하여 공간적인 학습 효과를 보다 높일 수 있도록 하였다. 또한, 카메라와 마커 사이의 위치 관계에 의해 정합이 되도록 가상의 도형을 표현하였고, 공간에 대한 지각 효과를 높이기 위해 평면도, 전개도 등 도형 형태의 다양화, wireframe 가시화 모드 선택 기능 등이 가능하도록 하였다. 본 논문에서 제시한 증강현실 기반 학습도구를 통해 수업에 관한 학업성취도 및 흥미도에 관한 효과성을 평가한 결과 통계적으로 유의한 결과를 얻을 수 있었다. 본 논문에서 제안한 방법을 통하여 입체도형 학습 뿐 아니라 다양한 수업에서 교육적 효과를 높일 수 있을 것으로 전망한다.

치과기공분야에서의 직업기초능력수준과 요구도에 관한 연구 (A Study of the Cognition and the Requirement on the Key Competency of Dental Technology)

  • 황재선
    • 대한치과기공학회지
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    • 제34권4호
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    • pp.457-469
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    • 2012
  • Purpose: The purpose of this study is analyzing how much students of dental technology possess core competencies and cognition between dental technicians and students. Methods: The subjects of this study were dental technicians, dental technology students and a self-administered structured questionnaire survey wax conducted for 428 selected people. Collected data were analyzed using SPSS Win 20.0 statistics program and analysis techniques include the frequency, t-test, One-way ANOVA. Results: The results of the survey are as follows. The cognition of key competency according to the gender in the students showed differences in interpersonal ability, information ability and the requirement of key competency according to the gender in the students showed differences in speaking ability, listening ability, problem solving ability. The cognition of key competency according to the grade in the students showed difference in speaking ability, listening ability and the requirement of key competency according to the grade in the students showed difference in comprehension of organization ability. The speaking ability is the lowest in the cognition of key competency according to the gender, grade, experience of clinical training in the students and the skill ability is the highest in the requirement of key competency according to the gender, experience of clinical training in the students. The cognition of key competency according to the career in the dental technicians showed difference in problem solving ability, self-regulation and self-development ability, skill ability and the requirement of key competency according to the career in the dental technicians showed difference in writing ability. The cognition of key competency according to the educational background in the dental technicians showed difference in comprehension of organization ability. The foreign language ability is the lowest in the cognition of key competency according to the career, job in the dental technicians and the skill ability is the highest and the math ability is th lowest in the requirement of key competency according to the career, place of employment in the dental technician. Conclusion: This study can be used as basic data for dental technology that are available not only to field-oriented disciplines but also to overall higher education fields which aim to strengthen key competency.

랜덤 포레스트 알고리즘을 활용한 수학 서술형 자동 채점 (Automatic scoring of mathematics descriptive assessment using random forest algorithm)

  • 최인용;김화경;정인우;송민호
    • 한국수학교육학회지시리즈A:수학교육
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    • 제63권2호
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    • pp.165-186
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    • 2024
  • 학교 현장과 대규모 평가에서 서술형 문항 도입을 지원하기 위한 방안 중 하나로 인공지능 기반의 자동 채점 기술이 주목받고 있음에도 불구하고, 수학 교과에서는 타 교과에 비해 이에 대한 기초 연구가 부족한 상황이다. 이에 본 연구는 중학교 1학년 수학 서술형 문항 두 개를 대상으로 랜덤 포레스트 알고리즘을 활용하여 자동 채점 모델을 개발하고 그 성능을 평가하였다. 연구 결과, 두 문항에 대한 최종 모델의 평가요소별 정확도는 각각 0.95-1.00, 0.73-0.89의 범위로 나타났으며, 이는 타 교과에 비해 상대적으로 높은 수준이다. 데이터의 양을 고려한 평가 범주 설정의 중요성을 확인하였으며, 수학 교육전문가에 의한 텍스트 전처리와 데이터 특성에 맞는 벡터화 방법의 선택이 모델의 성능 및 해석 가능성을 향상시키는 데 기여하였다. 또한, 현실적 한계로 인해 균형적인 데이터 수집이 어려운 상황에서 오버샘플링이 성능을 보완하는 유용한 방법임을 확인하였다. 교육적 활용도를 높이기 위해, 랜덤 포레스트 기반 모델에서 도출된 특성 중요도를 활용하여 피드백과 같이 교수-학습에 유용한 정보를 생성하는 추가 연구가 필요하다. 본 연구는 수학 서술형 자동 채점에 관한 기초 연구로서 의미가 있으며, 인공지능 전문가와 수학교육 전문가 간의 긴밀한 협력을 통해 다양한 후속 연구가 진행될 필요가 있다.

Design and Implementation of IoT based Low cost, Effective Learning Mechanism for Empowering STEM Education in India

  • Simmi Chawla;Parul Tomar;Sapna Gambhir
    • International Journal of Computer Science & Network Security
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    • 제24권4호
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    • pp.163-169
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    • 2024
  • India is a developing nation and has come with comprehensive way in modernizing its reducing poverty, economy and rising living standards for an outsized fragment of its residents. The STEM (Science, Technology, Engineering, and Mathematics) education plays an important role in it. STEM is an educational curriculum that emphasis on the subjects of "science, technology, engineering, and mathematics". In traditional education scenario, these subjects are taught independently, but according to the educational philosophy of STEM that teaches these subjects together in project-based lessons. STEM helps the students in his holistic development. Youth unemployment is the biggest concern due to lack of adequate skills. There is a huge skill gap behind jobless engineers and the question arises how we can prepare engineers for a better tomorrow? Now a day's Industry 4.0 is a new fourth industrial revolution which is an intelligent networking of machines and processes for industry through ICT. It is based upon the usage of cyber-physical systems and Internet of Things (IoT). Industrial revolution does not influence only production but also educational system as well. IoT in academics is a new revolution to the Internet technology, which introduced "Smartness" in the entire IT infrastructure. To improve socio-economic status of the India students must equipped with 21st century digital skills and Universities, colleges must provide individual learning kits to their students which can help them in enhancing their productivity and learning outcomes. The major goal of this paper is to present a low cost, effective learning mechanism for STEM implementation using Raspberry Pi 3+ model (Single board computer) and Node Red open source visual programming tool which is developed by IBM for wiring hardware devices together. These tools are broadly used to provide hands on experience on IoT fundamentals during teaching and learning. This paper elaborates the appropriateness and the practicality of these concepts via an example by implementing a user interface (UI) and Dashboard in Node-RED where dashboard palette is used for demonstration with switch, slider, gauge and Raspberry pi palette is used to connect with GPIO pins present on Raspberry pi board. An LED light is connected with a GPIO pin as an output pin. In this experiment, it is shown that the Node-Red dashboard is accessing on Raspberry pi and via Smartphone as well. In the final step results are shown in an elaborate manner. Conversely, inadequate Programming skills in students are the biggest challenge because without good programming skills there would be no pioneers in engineering, robotics and other areas. Coding plays an important role to increase the level of knowledge on a wide scale and to encourage the interest of students in coding. Today Python language which is Open source and most demanding languages in the industry in order to know data science and algorithms, understanding computer science would not be possible without science, technology, engineering and math. In this paper a small experiment is also done with an LED light via writing source code in python. These tiny experiments are really helpful to encourage the students and give play way to learn these advance technologies. The cost estimation is presented in tabular form for per learning kit provided to the students for Hands on experiments. Some Popular In addition, some Open source tools for experimenting with IoT Technology are described. Students can enrich their knowledge by doing lots of experiments with these freely available software's and this low cost hardware in labs or learning kits provided to them.