• Title/Summary/Keyword: 관계학습

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Learning Model for Recommendation of Humor Documents (은닉 변수 모델을 이용한 문서 추천)

  • 이종우;장병탁
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 2002.11a
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    • pp.514-519
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    • 2002
  • 우리는 유머문서의 추천을 위해서 문서 정보, 사용자 정보, 공통 등급매김 정보 등을 모두 이용하는 4 개의 관찰 변수와 이들간 관계의 학습을 위한 은닉변수를 사용한 확률모델을 구축하였다. 이 모델은 학습된 은닉 변수와 가시 변수 간의 관계를 통해 누락 관찰 데이터에 대해서도 추정값을 유도해 낼 수 있으므로 등급매김 정보가 부족하거나 새로운 사용자와 문서의 도입시에 안정적인 추천 성능을 보여 줄 수가 있다. 또한 확률 모델의 학습을 위해서 EMl 알고리즘을 이용하였는데 저평가된 데이터의 이용도를 높이기 위해서 추천을 반대하는 확률 모델을 따로 두고 이들간에 분류모델(classification model)을 두어서 추정값을 분류해내는 방식을 취한다.

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The Relationship among Learning Motivation, Transfer Climate, Learning Self-efficacy, and Transfer Motivation in Nursing Students Received Simulation-based Education (시뮬레이션 교육을 받은 간호학생의 학습동기, 전이풍토, 학습자기효능감 및 전이동기의 관계)

  • Han, Eun Soo;Kim, Seon Hee
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.20 no.10
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    • pp.332-340
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    • 2019
  • This descriptive research study was undertaken to identify the degree of learning motivation, transfer climate, learning self-efficacy, and transfer motivation, and to correlate the variables, in nursing students receiving simulation-based education. The subjects of this study were 4th grade nursing students who completed a simulation course at a nursing university; data collected using the self-report questionnaire were analyzed using the SPSS 21.0 program. Our results indicate high values of learning motivation, transfer climate (including the lower variables supervisor's support, peer's support, and transfer opportunity), learning self-efficacy, and transfer motivation. Learning motivation, learning self-efficacy, and transfer motivation significantly differed with respect to social motivation for entering school (Z=6.04, p=0.049; Z=6.92, p=0.031; Z=9.16, p=0.010, respectively) and major satisfaction (Z=8.55, p=0.036; Z=12.55, p=0.006; Z=13.47, p=0.004, respectively). All these variables were positively correlated, especially transfer motivation with learning motivation, supervisor's support, peer's support, transfer opportunity, and learning self-efficacy. Taken together, the results of this study indicate a need to develop an effective simulation-based education program to encourage transfer motivation, as well as follow-up studies that verify the causal relationship between transfer motivation and related variables.

Exploration of Socio-Cultural Factors Affecting Korean Adolescents' Motivation (한국 청소년의 학습동기에 영향을 미치는 사회문화적 요인 탐색)

  • Mimi Bong;Hyeyoun Kim;Ji-Youn Shin;Soohyun Lee;Hwasook Lee
    • Korean Journal of Culture and Social Issue
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    • v.14 no.1_spc
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    • pp.319-348
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    • 2008
  • Self-efficacy, achievement goals, task value, and attribution are some of the representative motivation constructs that explain adolescents' cognition, affect, and behavioral patterns in achievement settings. These constructs have won researchers' recognition by demonstrating explanatory and predictive utility that transcends various social and cultural milieus learners are exposed to. Korean adolescents' motivation is generally in line with this universal trend and can be described adequately with these constructs. Nonetheless, there also exist a host of indigenous factors that shape these motivation constructs to be uniquely Korean. The purpose of the present article was to explore some of the socio-cultural factors that appear to wield particularly determining effects on Korean adolescents' academic motivation. Review of the relevant literature identified interdependent self-construal, traditional morals of filial piety, familism, educational fervor, academic elitism, and the college entrance system as important cultural, social, and policy-related such factors. Also discussed in this article were the roles of these factors in creating more immediate psychological learning environments for Korean adolescents, such as parent-child relationships, teacher-student relationships, and classroom goal structures.

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The relationship between learning motivation, learning commitment and academic achievement of nursing students who gave non-face-to-face online lectures (비대면 온라인 강의를 경험한 간호대학생들의 학습동기, 학습몰입 및 학업성취도의 관계)

  • Lee, Jung-Geun;Kim, Won Jong;Lee, Jae Kyeum
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.21 no.11
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    • pp.412-419
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    • 2020
  • This study investigates the relationships among learning motivation, learning immersion, and academic achievement in college-level nursing students who give non-face-to-face online lectures. The data for this study were collected using questionnaires given to 147 students attending four-year nursing colleges at two universities. For the data analysis method, descriptive statistics, t-test, ANOVA, the Scheffe test, Pearson's correlation analysis, and multiple regression analysis were used. As a result of the study, the average motivation was 101.29±12.18 points, learning commitment was 72.02±8.03 points, and academic achievement was 31.31±4.06 points. The relationships among learning motivation, learning commitment, and adaptation to college life showed significant positive correlations. In the results of multiple regression analysis, factors influencing the academic achievements of nursing students were found to be learning motivation and learning commitment. Therefore, in order to increase academic achievement in nursing college students, it is necessary to develop a specific strategy to improve learning motivation and to develop various activities and programs to immerse students in learning.

A Study on Learning Motivation and Self-regulated Learning of Students in Hotel and Food Service Related Departments - Focused on College Students in the Daegu.Gyeongbuk Areas - (호텔.외식조리 관련학과 학생들의 학습동기 및 자기조절학습능력에 관한 연구 - 대구.경북 지역 전문대 학생을 중심으로 -)

  • Kim, Gi-Jin;Kim, Hyang-Hee;Chung, Eio-Sook
    • Culinary science and hospitality research
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    • v.16 no.3
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    • pp.130-146
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    • 2010
  • This research examines difference in learning motivation and self-regulated learning according to the general characteristics of the students in hotel and food service related departments at vocational colleges, and subsequently identifies correlation between the two attributes. The research conducted a survey for 300 students in hotel and food service related departments at three vocational colleges in Daegu region, and 267 copies were used for the final analysis. In terms of learning motivation, students in the age between 20 and 24 indicated 'employment after graduation' as the strongest motivation while relatively older students indicated 'joy of learning' as their motivation. It turned out that students who showed strong motivation in terms of 'employment after graduation' and 'fun of college life' acquired more professional certificates. Next, regarding self-regulated learning, female students showed higher ability than male students. Students in higher grade, with older age, and with field practice experience showed more strength in self-regulated learning. Students with higher levels of a cognitive strategy, meta cognition and achievement value acquired more professional certificates. Learning motivation and self-regulated learning showed positive correlation with an exception of 'amotivation' among learning motivations. 'Amotivation' demonstrated negative correlation with all the factors of self-regulated learning ability.

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Growth Mindset, Grit and Self-Directed Learning Ability of Nursing Students in Online Education (COVID-19로 인한 온라인학습환경에서 간호대학생의 성장마인드셋, 그릿 및 자기주도학습능력)

  • Lee, Soyoung;Kim, Jiyoung
    • Journal of the Korean Applied Science and Technology
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    • v.38 no.2
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    • pp.567-578
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    • 2021
  • The purpose of this study was to identify the relationship between growth mindset, grit and self-directed learning ability of nursing students and investigate the factors influencing self-directed learning ability in online education. Data were collected through online surveys; subjects were consisted of 194 nursing students from J University in province C. Data were analyzed based on frequency, percentile, mean, Pearson's correlations, and multiple regressions. Self-directed learning ability, mindset, and grit in nursing students showed significant positive correlations with each other. Grit had the strongest influence on nursing students' self-directed learning abilities, followed by satisfaction for major studies, standard of living, interpersonal relations, and growth mindset; these factors accounted for 38.1% of the total variance in self-directed learning abilities among nursing students(Adj. R2=.381, p<.001). Overall self-directed learning ability can be improved by grit, growth mindset enhancement program.

The Influence of Learning Commitment and Interest by Repetitive Education Activities of Adult Learners on Satisfaction in Online Learning Using Flip Learning Pedagogy (플립러닝을 활용한 온라인 학습에서 중·장년층 학습자의 반복학습에 따른 학습몰입과 흥미가 학습만족도에 미치는 영향)

  • Kang, Tae-Gu;Lim, Gu-Won
    • Journal of Industrial Convergence
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    • v.19 no.3
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    • pp.27-34
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    • 2021
  • In the era of the 4th industrial revolution, the age of artificial intelligence, the development of ICT technology is having various effects on the online and offline educational environment. The universal access of online education changes the educational paradigm and converts it to a learner-centered service. At the time when a new educational environment is required to change, interest in flip learning is increasing. Even adult learner's online learning needs is also shown very high. The purpose of this study was to investigate how repetitive learning activities through flip learning for middle-aged online learners of K-Cyber University has a relationship and structural relationship between the effects of learning immersion and learning interest on learning satisfaction. Through this study, there is significance in research to suggest direction for learning satisfaction based on flip learning. For further studies, if a model of analysis of various factors that can be measured is specified and applied, it can be used as a research background that can maximize learning satisfaction based on flip learning.

Effect of Science Learning Motivation and Science Self-Efficacy on the Science Learning Flow of Preservice Elementary Teachers (초등예비교사의 과학 학습동기, 과학적 자기효능감이 과학 학습몰입에 미치는 영향)

  • Lee, Hyeong-cheol
    • Journal of Korean Elementary Science Education
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    • v.41 no.1
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    • pp.162-172
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    • 2022
  • This study aimed to investigate the effects of science learning motivation and science self-efficacy on the science learning flow of preservice elementary teachers. The study recruited 77 preservice elementary teachers during their sophomore year from the B university of education. Descriptive statistics, correlation coefficient, and multiple regression were used for data analysis. The results were as follows: science learning motivation and science self-efficacy exerted a significant positive correlation with and a statistically significant effect on science learning flow. Satisfaction was the main influential subelement of science learning motivation. For science self-efficacy, the main influential subelements were emotional stability and language encouragement. Moreover, it was deduced that self-efficacy exerted a greater effect on science learning flow than science learning motivation.

Correlation Analysis and Optimization between Parameters using with Deep Learning (딥 러닝에 사용되는 매개변수들 간의 상관관계 분석 및 최적화 방법)

  • Kim, Yeon-Gyu;Park, Ho-Jun;Lee, Sang-Geol;Cha, Eui-Young
    • Proceedings of the Korea Information Processing Society Conference
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    • 2015.10a
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    • pp.1285-1288
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    • 2015
  • 본 논문에서는 영상인식을 위한 딥 러닝에서 사용되는 매개변수 최적화 방법을 제안한다. 학습 성능에 영향을 미치는 매개변수 중 이미지 배치 사이즈 값, 초기 학습율, 최대 학습 반복 횟수에 대해 상호간의 관계를 분석하고 성능을 개선시키기 위해 값을 최적화하는 방법을 연구한다. 제안된 방법을 통한 개선 정도를 분석하기 위해 매개변수의 변화에 따른 학습 소요 시간, 정확도 향상 추이, 메모리 사용량의 변화를 측정한다. 측정된 학습 소요 시간, 정확도 향상 추이, 메모리 사용량의 변화를 분석한 결과 배치 사이즈와 초기 학습 율은 같은 비율로 반비례하게 값을 적용할 때가 이상적 이였으며 서로 다른 환경에서 각각의 학습 소요시간을 측정하는 것으로 배치 사이즈 값과 초기 학습 율에 따른 최적의 최대 학습 반복 횟수를 획득할 수 있었다.

Effects of classwide peer tutoring on academic achievement, self-leadership and interpersonal ability of nursing students (간호대학생의 전학급동료교수학습이 학업성취, 셀프리더십 및 대인관계능력에 미치는 효과)

  • Jung, In-Sook
    • Journal of Convergence for Information Technology
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    • v.8 no.4
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    • pp.55-62
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    • 2018
  • This is a primitive experimental study to find effects of 10 times classwide peer tutoring on academic achievement, self-leadership and interpersonal ability of nursing students. According to the results of Mann-Whitney U and Kruskal-Wallis test using SPSS/WIN 19.0, the motive of admission was the factor affecting the most mean ranks related to general characteristics. There were significant differences between academic achievements, cognitive strategy, and promoting relationships(p<.001; p=.020; p=.040), and there was a positive correlation between self-leadership and interpersonal ability(r=.296, p=.041) in Wilcoxon Signed Ranked test. As results of this study, the classwide peer tutoring could be applied in nursing classes for enhancing students' competence, but the researcher suggests further researches with wider range of subjects and setting control group.