• Title/Summary/Keyword: 학생 수 예측

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A Study on the Prediction of Learning Results Using Machine Learning (기계학습을 활용한 대학생 학습결과 예측 연구)

  • Kim, Yeon-Hee;Lim, Soo-Jin
    • The Journal of the Korea Contents Association
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    • v.20 no.6
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    • pp.695-704
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    • 2020
  • Recently, There has been an increasing of utilization IT, and studies have been conducted on predicting learning results. In this study, Learning activity data were collected that could affect learning outcomes by using learning analysis. The survey was conducted at a university in South Chung-Cheong Province from October to December 2018, with 1,062 students taking part in the survey. First, A Hierarchical regression analysis was conducted by organizing a model of individual, academic, and behavioral factors for learning results to ensure the validity of predictors in machine learning. The model of hierarchical regression was significant, and the explanatory power (R2) was shown to increase step by step, so the variables injected were appropriate. In addition, The linear regression analysis method of machine learning was used to determine how predictable learning outcomes are, and its error rate was collected at about 8.4%.

Beneficial Effect of Forest Landscape on Relieving Stress Based on Psychological and Physiological Measures (심리적.생리적 측정에 근거한 산림경관의 스트레스 완화효과)

  • Kyoung, Yi-Young
    • Journal of the Korean Institute of Landscape Architecture
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    • v.31 no.2
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    • pp.70-82
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    • 2003
  • 본 연구의 목적은 산림경관의 스트레스 완화 효과를 생리측정(피부 돌출치와 심장박동시간)과 심리측정 (ZIPER 설문지)을 통하여 조사하는 것이다. 연구가설은 두 가지로 첫 번째 가설에서는 산림경관을 본 사람들의 스트레스 측정치가 인공경관을 본 사람들의 측정치보다 낮을 것이라고 예측되었다. 두 번째 가설에서는 산림경관을 본 사람들의 스트레스 해소가 인공경관을 본 사람들보다 보다 빠르고 완전하게 발생할 것으로 예측되었다. 실험에는 대학 학부학생 70명이 참여하였으며, 실험에 이용된 산림 및 인공경관은 예비설문을 거쳐 선정되었다. 실험결과를 보면 첫 번째 가설은 피부 돌출치와 긍정적인 심리요인 그리고 부정적인 심리요인에서 채택되었다. 두 번째 가설 중 스트레스 해소속도에 대한 가설은 피부 돌출치와 심장박동시간에서 모두 채택되었으나, 스트레스 해소의 완전성에 대한 가설은 피부 돌출치에서만 채택되었다. 비록 심장박동시간과 집중/호기심 요인에서 연구가설이 채택되지 못했지만 전반적으로 산림경관과 인공경관을 비교할 때 산림경관의 스트레스 완화효과가 더 크고 빠르고 완전함을 알 수 있다. 본 연구의 의의는 산림경관의 효과를 두 가지 측정(생리적, 심리적)을 이용하여 조사하였다는 점과 국외연구결과와 유사한 결과를 얻음으로써 이러한 효과가 지역에 관계없이 공통적임을 밝혔다는 점이다. 본 연구결과는 산림이 인간의 건강과 복지에 긍정적이라는 점을 입증함으로써 산림의 조성과 보존에 중요한 근거를 제공할 수 있다. 보다 발전적인 후속연구를 위해서는 다양한 종류의 인공경관과 일반시민들의 참여, 그리고 인지능력의 병행이 필요하다.

A case study on inquiry activities of synthetic division through analogies (유추를 통한 조립제법 탐구활동 사례 연구)

  • Jung, Milin;Whang, Woo Hyung
    • Communications of Mathematical Education
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    • v.28 no.1
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    • pp.97-130
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    • 2014
  • The purpose of the study was to investigate the aspects of analogy of high school student's thinking process revealed in the inquiry activity with synthetic division. The case study method of qualitative research was conducted with two high school 10th grade students. Structure-mapping model(SMM) of Gentner and similarity frames which were proposed by other researchers were utilized to analyze the data. Two students used analogy as a tool and they could discover synthetic division of more than 2 degrees, but they revealed different levels of mathematics discovery depending on the different degree of analogical thinking. Surface similarity in the process of inquiry activity played a vital role in analogical thinking. We asked students to explore and discover analogy based on structure similarity. Analogy based on the systematic approach made it possible to predict upper domain. Analogy based on the procedure similarity induced internalization. We could conclude that analogy has instrumental, heuristic and reflective characteristics.

An Analysis of Teaching and Learning Methods Focusing on the Representation-Shift of the Functional Context (일차함수 활용문제의 해결을 위한 강의식, 모델링, 과제기반 표현변환 학습의 교수학적 효과 분석)

  • 이종희;김부미
    • Journal of Educational Research in Mathematics
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    • v.14 no.1
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    • pp.39-69
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    • 2004
  • This paper investigates the teaching and learning of Linear function relating functional contexts and suggests the improved methods of representation-shift through this analysis. The methods emphasize the link between students' preacquired knowledge of mathematical representations and the way of using those. This methods are explanatory teaching, teaching and teaming based on modelling perspectives or tasks (interpretation, prediction, translation and scaling). We categorize the 8th grade middle school students' errors on the linear function relating real contexts and make a comparative study of the error-remedial effects and the teaching and teaming methods. We present the results of a study in which representation-shift methods based on modelling perspectives and tasks are more effective in terms of flexible connection of representations and error remediation. Also, We describe how students used modelling perspective-taking to explain and justify their conceptual models, to assess the quality of their models and to make connection to other mathematical representation during the problem solving focusing on the students' self-diagnosis.

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Physical Chemistry of Eh-pH Diagram (전위 - pH 도표의 물리화학)

  • Lee, Kyu Hwan
    • Journal of the Korean institute of surface engineering
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    • v.50 no.1
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    • pp.46-54
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    • 2017
  • Marcel Pourbaix에 의해 만들어진 Eh-pH 도표는 화학적으로 안정한 상을 pH와 전위 (Potential or Eh)의 관점으로 도시한 것으로서 수용액 내에서 일어나는 화학반응을 부식-방식의 관점에서 이해하데 유용하게 사용되어 왔다. pH (potential of hydrogen)는 수소이온의 농도의 함수이며, Eh는 표준수소전극 (SHE, standard hydrogen electrode) 에 대한 전위를 나타낸다. 수용액에서의 도금 반응은 부식반응의 역반응이라 할 수 있으므로 도금반응도 이 도표를 이용하면 반응에 대한 열역학적 예측이 가능하다. 국내외 전기화학 및 표면공학 관련 교재들을 보면 Eh-pH 도표로 대표되는 열역학이나 분극곡선으로 대표되는 속도론에 대한 설명은 주로 부식의 관점에서 설명이 되어있어 도금을 공부하는 학생들에게는 직접적인 이해가 쉽지 않은 것이 사실이다. 저자는 출연연구소에 근무하면서 새로 들어오는 학연생(대학원생)들의 Eh-pH 도표에 대한 이해도를 알아보면 이 도표를 이해하고 이용할 줄 아는 학생이 거의 없다는 점을 안타깝게 여겨왔다. 최근에는 단순한 금속 도금이 아니라 나노 분말 합성, 반도체 물질 합성 등 여러 가지 공정기술과 응용기술이 수용액에서의 산화-환원 반응을 이용하고 있기 때문에 Eh-pH 도표의 중요성은 더해가고 있음을 느끼고 있었다. 그러던 중, 일본의 표면 처리 학술지인 표면기술(表面技術) (2013년, 64권 2호)에 'Eh-pH 도표의 표면기술에의 응용'이라는 제하의 소특집이 발간되었다. 이 소특집은 6편의 논문으로 되어 있었다. 저자는 이 소특집을 읽는 순간 이 논문들을 번역하여 표면공학회지에 소개를 하면 도금이나 전기화학을 공부하는 학생들에게 큰 도움이 될 것이라는 생각을 하였다. 본 기술해설 논문은 저자가 이 소특집에 게재된 논문을 번역하고 일부 내용은 저자의 의견으로 가감하여 표면공학회 학생 회원 및 기업의 연구원들에게 소개하기 위하여 저역을 한 것이다. 이 논문은 매 호 한편씩 소개할 예정이며, 원문을 읽고 싶다면 표면기술(表面技術)을 참조하길 바란다.

Relations of Classroom Goal Structure, Feedback, and Social Relationships to Students' Error Perception (교실성취목표구조, 피드백 유형, 교사 및 친구 관계가 초등학생의 실수에 대한 인식에 미치는 영향)

  • Yeon, Eun Mo
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.2
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    • pp.336-345
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    • 2019
  • To extend the potential benefits of error, the current study examined factors that affect students' error perception in classroom. An experimental design was used to measure relations of classroom goal structure, feedback, and social relationships on students' perception of error. A total 316 fourth, fifth, and sixth graders attending elementary schools participated as part of their regular class curriculum. Self-reported questionnaires were administered to measure students' perception of errors and relationships with teacher and peers, then students were manipulated by classroom goal structure and feedback. Results from multiple regression suggest that students' perception of learning from error has affected by relationships with peers at the most, then relationships with teacher and the type of feedback. Students' perception of risk taking for error also affected by relationships with peers and teacher, then the classroom goal structure. However, no classroom goal structure and feedback affect on their perception of thinking about error to improve their learning as well as error strain. These results imply how classroom climate should be structured to improve perception of errors to improve student's learning.

The Longitudinal Effect of Vocational Identity on Career Outcomes of Individuals Transitioning to Adulthood: Focusing on Career Flexibility (대학졸업예정자의 진로정체감 발달과정이 이후의 진로결과에 미치는 영향: 진로유연성을 중심으로)

  • Lee, Sujung;Kim, Eunjin;Lee, Bora
    • Journal of vocational education research
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    • v.37 no.4
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    • pp.67-89
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    • 2018
  • The purpose of this study is to analyze the role of career flexibility on employment status, career growth, and job satisfaction longitudinally. Demographic information(gender, age, parent's income level, and students' perceived financial states of family), vocational identity, employment status, career growth, and job satisfaction at 1, 2, and 3 years after the first data collection with a sample of 259(time 1), 229(time 2), 182(time 3) were collected respectively. Multivariate regression and logistic regression analysis were performed. Results showed that in-breadth career exploration positively predicted to employment status at time 1, 2, 3 consistently and career flexibility also positively predicted to employment status at time 2, 3. The longitudinal effect of career flexibility was found that the expectancy of career flexibility had shown to have stronger effect. In addition, career growth was influenced by in-depth career exploration at time 2, 3. On the other hand, no variables were related to job satisfaction in this study. Results of the current study provided the new insights for career education and limitation and future suggestions were discussed.

Designing a Employment Prediction Model Using Machine Learning: Focusing on D-University Graduates (머신러닝을 활용한 취업 예측 모델 설계: D대학교 졸업생을 중심으로)

  • Kim, Sungkook;Oh, Chang-Heon
    • Journal of Practical Engineering Education
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    • v.14 no.1
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    • pp.61-74
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    • 2022
  • Recently, youth unemployment, especially the unemployment problem of university graduates, has emerged as a social problem. Unemployment of university graduates is both a pan-national issue and a university-level issue, and each university is making many efforts to increase the employment rate of graduates. In this study, we present a model that predicts employment availability of D-university graduates by utilizing Machine Learning. The variables used were analyzed using up to 138 personal information, admission information, bachelor's information, etc., but in order to reflect them in the future curriculum, only the data after admission works effectively, so by department / student. The proposal was limited to the recommended ability to improve the separate employment rate. In other words, since admission grades are indicators that cannot be improved due to individual efforts after enrollment, they were used to improve the degree of prediction of employment rate. In this research, we implemented a employment prediction model through analysis of the core ability of D-University, which reflects the university's philosophy, goals, human resources awards, etc., and machined the impact of the introduction of a new core ability prediction model on actual employment. Use learning to evaluate. Carried out. It is significant to establish a basis for improving the employment rate by applying the results of future research to the establishment of curriculums by department and guidance for student careers.

Interactions in a Small Group Modeling Environment with Excel (엑셀을 활용한 소그룹 모델링에서의 상호작용 -중학교 2학년 대수 영역을 중심으로-)

  • Lew Hee Chan;Kim Ji Yoon
    • Journal of Educational Research in Mathematics
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    • v.15 no.1
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    • pp.75-105
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    • 2005
  • This study explored a mathematical modeling flow and the effect of interactions among students and between a student and Excel on modeling in a small group modeling environment with Excel. This is a case study of three 8th graders' modeling activity using Excel during their extra lessons. The conclusions drawn from this study are as follows: First, small group modeling using Excel was formed by formulating 4∼10 modeling cycles in each task. Students mainly formed tables and graphs and refined and simplified these models. Second, students mainly formed tables, algebraic formulas and graphs and refined tables considering each variable in detail by obtaining new data with inserting rows. In tables, students mainly explored many expected cases by changing the values of the parameters. In Graphs, students mainly identified a solution or confirmed the solution founded in a table. Meanwhile, students sometimes constructed graphs without a purpose and explored the problem situations by graphs mainly as related with searching a solution, identifying solutions that are found in the tables. Thus, the teacher's intervention is needed to help students use diverse representations properly in problem situations and explore floatingly and interactively using multi-representations that are connected numerically, symbolically and graphically. Sometimes students also perform unnecessary activities in producing data by dragging, searching a solution by 'trial and error' and exploring 'what if' modeling. It is considered that these unnecessary activities were caused by over-reliance on the Excel environment. Thus, the teacher's intervention is needed to complement the Excel environment and the paper-and-pencil environment properly.

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A Study of High School Students' Conceptions for Density (고체와 액체의 밀도에 대한 고등학생들의 개념 조사)

  • Cho, In-Young;Kang, Young-Jin
    • Journal of the Korean Chemical Society
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    • v.54 no.6
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    • pp.809-817
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    • 2010
  • The primary purpose of this study was to investigate high school students' conceptual understanding of density for solids and liquids in pure and mixed substances who had preceded formal school science instruction on density and related topics. A concept assessment on density was developed and administered by demonstrative experiments accompanied by a written assessment test method to 120 general high school students in a metropolitan city. The scientific conceptions and alternative conceptions from students' responses were identified and the percentages of them were calculated. Then, their alternative conceptions and implicit theories on density were analyzed. About half of the students couldn't differentiate weight-volume-density and regarded density as an innate property of matter. Furthermore, the greater the number of variables involved in an experimental condition of the question, the more complicated and undifferentiated students' density concepts were. Students employed more improper variables such as particle size, intermolecular distance, surface tension, polarity of the solvent, etc. in explaining counter-intuitive observations. The implications for school science instruction were discussed.