• 제목/요약/키워드: correlation learning

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수세기 능력이 유아의 수학능력과 수학학습잠재력에 미치는 영향 (The Effects of Counting Ability on Young Children's Mathematical Ability and Mathematical Learning Potential)

  • 최혜진;조은래;김선영
    • 아동학회지
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    • 제34권1호
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    • pp.123-140
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    • 2013
  • The purpose of this study was to examine the effects of counting ability on young children's mathematical ability and mathematical learning potential. The subjects in this study were 75 young children of 4 & 5 years old who attended kindergartens and child care center in the city of B. They were evaluated in terms of counting ability, mathematical ability and mathematical learning potential(training and transfer) and the correlation between sub-factors and their relative influence on the partipants' mathematical ability was then analyzed. The findings of the study were as follows : First, there was a close correlation between the sub-factors of counting and those of mathematical ability. As a result of checking the relative influence of the sub-factors of counting on mathematical ability, reverse counting was revealed to have the largest impact on total mathematical ability scores and each sub-factors including algebra, number and calculation, geometry and measurement. Second, the results revealed a strong correlation between counting ability and mathematical learning ability. Regarding the size of the relative influence of the sub-factors of counting ability on training scores, reverse counting was found to be most influential, followed by continuous counting. While in relation to transfer scores, reverse counting was found to exert the greatest influence.

초등과학학습부진학생의 과학학습동기와 학업스트레스 및 스트레스대처행동의 관계 (Relationships among the Science Learning Motivation and Academic Stress and Stress Coping Styles of the Elementary Students with Low Science Achievement)

  • 김경옥;홍영식
    • 한국초등과학교육학회지:초등과학교육
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    • 제34권4호
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    • pp.447-457
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    • 2015
  • This study has attempted to find the teaching methods for the elementary students with low science achievement by examining the differences of science learning motivation, academic stress and stress coping styles and the characteristics shown in the relationship between them. To achieve this, the differences of science learning motivation, academic stress and stress coping styles of the elementary students with low science achievement and their relationship was set up as a study problem. A science learning motivation using a science learning motivation questionnaire reconfigured with PALS along with underachievers diagnosis were measured targeting 660 elementary students located in Seoul. Using an academic stress questionnaire and stress coping style questionnaire, an academic stress and stress coping styles were measured. The results of analyzing the collected data are as follows. First, a science learning motivation of elementary students with low science achievement was lower than the general students but the academic stress was shown higher. Especially, the self-efficacy of science learning motivation was significantly lower and the school stress was highest. For stress coping styles, a tendency of passive and avoidment coping styles were shown higher than the general students. Second, among the science learning motivation of elementary students with low science achievement, the self-efficacy motivation and school stress have shown a negative correlation but had a positive correlation with the goal-oriented motivation centered on ability. In the correlation between the science learning motivation of elementary students with low science achievement and the stress coping styles, the pursuit of social support coping styles have shown a significant positive correlation with the science learning motivation and its subcategories. As a result of conducting a regression analysis on the influence of academic stress and stress copying styles on the science learning motivation of elementary students with low science achievement, among the academic stresses, the school stress was shown to have the biggest influence. Among the stress coping styles, the pursuit of social support coping styles had the biggest influence on the science learning motivation followed by active coping behaviors, passive and avoidment coping behaviors. Low science learning motivation as underachievement factors of elementary students with low science achievement was identified as having a relationship with high school stress and undesirable stress copying styles. Therefore, guidance and a program are required for the elementary student with low science achievement to have desirable stress coping methods on the stressful situations. In addition, for the improvement of science learning motivation, a learning environment is needed for the elementary students with low science achievement with seeking of relevant educational methods.

예비유아교사의 교직 선택동기, 교육신념과 자기주도학습준비도의 관련 및 효과 분석 (Analysis of Relationships and Effects of Pre-service Early Childhood Teacher's Motivations of Choosing a Teaching Profession Related to Educational Belief and Self-directed Learning Readiness)

  • 유귀옥
    • 한국지역사회생활과학회지
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    • 제28권1호
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    • pp.115-130
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    • 2017
  • This study was conducted to examine the relationship between pre-service early childhood teacher's motivations of choosing a teaching profession, educational belief, and self-directed learning readiness. The sample included 308 early childhood education major students, and the data were collected using the Modified Orientation to Teach Survey (MOTS), Teaching-belief type scale, and self-directed learning readiness scale. A statistical analysis included correlation analysis and stepwise multiple regression analysis. The results were as follows: 1) analysis of the relationship between pre-service early childhood teacher's motivations of choosing a teaching profession, educational belief, and self-directed learning readiness conveys that intellectual stimulation and self-directed learning had the strongest relationships while nature of work had the weakest. For educational belief and self-directed learning readiness, maturationism and interactionism showed significantly positive correlations while behaviorism displayed a negative correlation. Behaviorism had a significantly negative correlation with openness for challenge, a sub-factor of self-directed learning. 2) Analysis of the effect of pre-service early childhood teacher's motivations of choosing a teaching profession and educational belief on self-directed learning readiness indicates that pre-service early childhood teacher's motivations of choosing a teaching profession had a stronger effect on self-directed learning. These results suggest the following: successful performance as an early childhood teacher not only requires receiving institutionalized education but also self-directed learning while working as an early childhood teacher.

일부 치위생과 학생의 교수 신뢰가 학습몰입과 학업성취도에 미치는 영향 (Influence of instructor trust on learning flow and academic achievement in dental hygiene students)

  • 이수영;강용주
    • 한국치위생학회지
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    • 제16권5호
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    • pp.687-693
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    • 2016
  • Objectives: The purpose of the study was to investigate the influence of instructor trust on learning flow and academic achievement in dental hygiene students. Methods: A self-reported questionnaire was completed by 202 dental hygiene students in Gyeongnam from July to August, 2016. A five point Likert scale questionnaire consisted of intimacy (8 items), professionalism (8 items), teaching ability (5 items), and leadership (6 items). Measurement of learning flow was adapted and modified by Kim et al. Academic achievement was adapted and modified by Noe and Schmitt. Cronbach's ${\alpha}$ of learning flow was 0.77 and that of academic achievement was 0.78 in the study. Data wee analyzed by t-test, one way ANOVA, $Scheff{\acute{e}}$ test, and Pearson's correlation using SPSS 23.0 program. Results: The scores of instructor trust, learning flow, and academic achievement were 4.37, 3.46, and 3.23, respectively. Academic achievement had a close positive correlation with instructor trust (r=0.46, p<0.001) and learning flow (r=0.63, p<0.001). Instructor trust had a positive correlation with learning flow (r=0.50, p<0.001). Learning flow took mediating effects on instructor trust and academic achievement. Conclusions: The trust between students and instructors had a great influence on learning flow and academic achievement. So the instructor should try to make the students concentrate on learning.

온라인 시뮬레이션 기반 HW설계 학습에서 성찰일지 내용에 따른 성찰수준 분석 (The Analysis of Reflect Level according to Reflect Journal in HW Design Learning based on Online Simulation)

  • 김지선;류지영
    • 컴퓨터교육학회논문지
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    • 제22권5호
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    • pp.27-37
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    • 2019
  • 본 연구는 고등학생 대상 온라인 시뮬레이션 기반 HW설계 학습에서 학습자들의 성찰수준을 분석하기 위해, 5차시 HW설계 학습을 실시하고, 차시별 5개 성찰내용에 따른 성찰수준을 분석하였다. 또한 HW설계 학습의 만족도와 필요성을 조사하였다. 차시별 성찰수준 차이 분석 결과, 3차시 D-Flip Flop 학습의 성찰 수준이 1.23점(2점 만점)으로 가장 높았다. 성찰내용 간의 상관관계를 분석한 결과, 학습내용과 과제 해결 방법에서 높은 정적 상관관계(r=.781, p<.01)를, 과제 해결 방법과 다른 해결 방법에서 부적 상관관계(r=-.615, p<.05)를 나타냈다. HW설계 학습 만족도 조사 결과는 4.2점(5점 만점)을 나타냈으며, 대부분의 학생들이 고등학생 대상 HW설계 학습이 필요하고, 현재의 학습내용은 다소 어렵다는 의견이 많았다. 이를 통해 향후 HW설계 학습은 기초-심화로 구성된 콘텐츠와 온 오프라인이 병행된 교육과정 구성이 필요함을 알 수 있었다.

간호대학생의 자기주도학습, 핵심간호술 수행자신감, 임상실습 교육환경과 임상수행능력 간의 관계 (Correlations among Self-directed Learning, Confidence of Performance in Core Nursing Skills, Clinical Learning Environment and Clinical Competency in Nursing Students)

  • 구윤정
    • 문화기술의 융합
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    • 제9권1호
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    • pp.501-511
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    • 2023
  • 본 연구는 G시에 소재하는 간호대학생 178명을 대상으로 자기주도학습, 핵심간호술 수행자신감, 임상실습 교육환경 및 임상수행능력 간의 상관관계를 살펴보기 위한 서술적 조사연구이다. 자료수집은 2019년 9월 24일부터 10월 19일까지 이루어졌으며, 자료분석은 IBM SPSS Statistics 21.0 프로그램을 사용하여 변수의 평균과 표준편차, 실수와 백분율로 분석하였고, 일반적 특성에 따른 변수의 차이는 independent t-test, ANOVA로 분석하였고, 변수 간의 상관관계는 Pearson's correlation coefficients로 분석하였다. 연구결과, 자기주도학습 3.36점, 핵심간호술 수행자신감 3.42점, 임상실습 교육환경 3.20점, 임상수행능력 3.66이었다. 자기주도학습, 핵심간호술 수행자신감, 임상실습 교육환경과 임상수행능력 간에는 유의한 정적 상관관계가 있었다. 이에 간호대학생의 임상수행능력을 향상사키기 위하여 핵심간호술 교육을 체계화하고, 유기적인 산학협력을 통하여 임상실습 교육환경을 지속적으로 개선시켜 나가야 할 것이다.

상관 계수를 이용한 다층퍼셉트론의 계층별 학습 (A Layer-by-Layer Learning Algorithm using Correlation Coefficient for Multilayer Perceptrons)

  • 곽영태
    • 한국컴퓨터정보학회논문지
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    • 제16권8호
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    • pp.39-47
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    • 2011
  • 다층퍼셉트론의 계층별 학습 방법의 하나인 Ergezinger 방법은 출력 노드가 1개로 구성되어 있고, 출력층의 가중치를 최소자승법으로 학습하기 때문에 출력층의 가중치에 조기포화 현상이 발생할 수 있다. 이런 조기 포화현상은 학습 시간과 수렴 속도에 장애가 된다. 따라서, 본 논문은 Ergezinger의 학습 방법을 출력층에서 벡터 형태로 학습할 수 있는 알고리즘으로 확대하고 학습 시간과수렴 속도를 개선하기 위해서 학습 상수를 도입한다. 학습상수는 은닉층 가중치 조정 시, 새로이 계산된 가중치와 기존 가중치의 상관 관계를 계산하여 학습 상수에 반영하는 가변적인 방법이다. 실험은 제안된 방법과 기존 방법의 비교를 위해서 iris 문제와 비선형 근사화 문제를 대상으로 실험하였다. 실험에서, 제안 방법은 기존 Ergezinger 방법보다 학습 시간과 수렴 속도에서 우수한 결과를 얻었으며, 상관 관계를 고려한 CPU time 측정에서도 제안한 방법이 기존 방법보다 약 35%의 시간을 절약할 수 있었다.

문제해결학습 기반의 소프트웨어 교육에 대한 만족도와 학업 성적의 상관관계 분석 (Analysis of Correlation between Satisfaction and Academic Achievement of Software Education Based on Problem-solving Learning)

  • 이영석;조정원
    • 융합정보논문지
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    • 제9권2호
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    • pp.49-54
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    • 2019
  • 대학 교육은 컴퓨팅 사고력 기반의 융합 인재 양성을 강조하고 있으며, 문제 해결력을 향상시키기 위해 소프트웨어 교육을 강조하고 있다. 본 연구에서는 문제해결학습 기반의 파이선 프로그래밍을 통한 소프트웨어 교육을 실시하고, 이에 대한 만족도와 학업 성적간의 상관관계를 분석한다. 문제해결학습 기반의 소프트웨어 교육을 받는 대학생 143명을 대상으로 설문조사를 실시한 결과, 실제 학업 성적과의 상관관계 분석과 다중회귀분석을 통해 문제해결학습의 만족도와 학업 성적 간에 관련성이 있고, 학업 성적에도 영향을 주는 것으로 나타났다. 다양한 문제상황을 파악하고 컴퓨팅 사고력을 활용하여 문제를 해결하는 능력은 점점 더 중요해질 것이므로, 대학 소프트웨어 교육은 문제해결학습 기반으로 실시하는 것이 바람직한 방향이 될 것이다.

기계학습 모델과 설문결과를 융합한 공격적 성향 운전자 탐색 연구 (A Study of Aggressive Driver Detection Combining Machine Learning Model and Questionnaire Approaches)

  • 박귀우;박찬식
    • 예술인문사회 융합 멀티미디어 논문지
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    • 제7권3호
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    • pp.361-370
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    • 2017
  • 본 논문에서는 공격적 성향의 운전자를 판단할 수 있는 기계학습 방식과 설문지 방식을 융합한 운전자 성향 판단 연구의 일환으로 두 방법으로 결정된 운전자 성향정보의 상관성을 분석하였다. 30명의 운전자를 대상으로 설문지를 이용한 주관적 성향을 정보를 수집하고 기계학습 기반의 성향판단 시스템을 이용하여 객관적 성향을 취득하였다. 이 중에서 기계학습 기반의 성향판단 시스템은 운전자행위 성향 분류 모델을 기반으로 설계되었다. 모델을 도출하기 위하여 운전자의 가속 패달과 브레이크 패달 조작 데이터와 HMM 기법을 이용한 기계학습을 수행하였다. 두 가지 방법으로 추정한 공격적 성향정보를 Pearson 방식으로 상관관계를 분석한 결과 높은 상관관계가 있음을 확인하였다. 뿐만 아니라 객관적 성향은 동일한 운전자에 대하여 고유한 특성이 있음을 확인하였다. 본 논문의 실험결과는 향후 두 방법을 융합하는 연구를 수행하기 위한 참고자료가 될 것이다. 또한 운전자의 공격적 성향이 주의어시스트, 운전자 식별, 도난방지 등 지능형 운전자 보조시스템에도 응용 될 수 있음을 확인하였다.

대면수업과 온라인수업에 따른 수업 만족도와 자기주도 학습능력의 관계: K 대학 치기공학과 전공과목을 대상으로 (Study of the relationship between class satisfaction and self-directed learning with in person and on-line classes: focused on the major classes of the department of dental technician of K university)

  • 권순석
    • 대한치과기공학회지
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    • 제44권4호
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    • pp.132-143
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    • 2022
  • Purpose: The study aims to analyze differences in the satisfaction level of dental technology students regarding in-person and online classes. It also aims to provide fundamental resources for the improvement of major subject class methods that will improve students' self-directed learning abilities, thereby affecting their class satisfaction. Methods: In this study, a self-administered questionnaire was conducted from November 8 to November 30, 2021, for 256 dental technology students. The collected data were analyzed using the IBM SPSS Statistics ver. 21.0 statistical program. Frequency and percentage, mean, standard deviation, t-test, ANOVA, post-hoc test, correlation analysis, and linear regression analysis were performed to analyze the data. Results: In the self-directed learning abilities, the attitude of the learners was shown to have the highest positive (+) correlation in both in-person and online classes, with a statistically significant effect (p<0.001) on class satisfaction in major subject classes. Moreover, the explanatory power of the model was 52.2% and 39.7%, respectively. Conclusion: We concluded from the study that there is a need for professors to improve teaching methods to increase learners' self-directed learning competence, through problem-based learning, discussion learning, team-based collaborative learning, and mentor-mentee learning, thereby enabling learners to lead classes themselves.