• Title/Summary/Keyword: self-learning

Search Result 4,091, Processing Time 0.031 seconds

The effects on the personalized learning platform with machine learning recommendation modules: Focused on learning time, self-directed learning ability, attitudes toward mathematics, and mathematics achievement (머신러닝 추천모듈이 적용된 맞춤형 학습 플랫폼 효과성 탐색: 학습시간, 자기주도적 학습능력, 수학에 대한 태도, 수학학업성취도를 중심으로)

  • Park, Mangoo;Lim, Hyunjung;Kim, Jiyoung;Lee, Kyuha;Kim, Mikyung
    • The Mathematical Education
    • /
    • v.59 no.4
    • /
    • pp.373-387
    • /
    • 2020
  • The purpose of this study is to verify the effects of personalized learning platforms applied with machine learning recommendation modules that upgrade recommended algorithms by themselves through learning big data analysis on students' learning time, self-directed learning ability, mathematics achievement, and attitudes toward mathematics, and the correlation between them. According to the study, customized learning affected learning time, self-directed learning ability and mathematics attitude, while learning time affected self-directed learning ability. Self-directed learning ability has had a significant impact on the attitude of mathematics and mathematical achievements. As a result of the mediated effectiveness test, the indirect impact of customized learning on mathematics attitude and mathematics performance was significant through the medium of learning time and self-directed learning ability.

Mediating Effect of Learning Time on the Effect of Academic Burnout on Self-esteem (학업소진이 자존감에 미치는 영향에서 학습시간의 매개효과)

  • Eun-Kyeong, Kwon
    • Journal of Industrial Convergence
    • /
    • v.20 no.11
    • /
    • pp.157-164
    • /
    • 2022
  • This study attempted to understand the mediating effect of learning time in the effect of academic burnout on self-esteem of middle school students. To this end, a survey of 1,045 middle school students in Gyeongsangnam-do was conducted on academic burnout, learning time, and self-esteem. It was analyzed in four ways through questionnaire responses. First, as a result of analyzing the differences according to the collective characteristics of academic burnout, learning time, and self-esteem, there was no difference between groups, and self-esteem was significantly different by gender and grade. Second, as a result of correlation analysis, academic burnout and learning time showed a negative correlation with self-esteem, and learning time and self-esteem showed a positive correlation. Third, as a result of regression analysis, all learning times were partially mediated in the effect of academic burnout on self-esteem. This not only directly affects the self-esteem of middle school students, but also indirectly through learning time. Fourth, in the analysis by gender, it was confirmed that male students had no statistically significant effect on self-esteem, but female students had a significant statistical effect on self-esteem, so only female students had a partial mediating effect. As a result of the analysis by grade, the effect of learning time on self-esteem was significant in the 1st and 2nd graders of middle school, but the effect of learning time on self-esteem was not significant in the 3rd graders of middle school. Through the survey of this study, it was suggested that education and counseling should be conducted in the middle school period, which is a rapid growth period, considering that academic burnout has a different effect on learning time and self-esteem by grade as well as gender approach.

Design of Reinforcement Learning Controller with Self-Organizing Map (자기 조직화 맵을 이용한 강화학습 제어기 설계)

  • 이재강;김일환
    • The Transactions of the Korean Institute of Electrical Engineers D
    • /
    • v.53 no.5
    • /
    • pp.353-360
    • /
    • 2004
  • This paper considers reinforcement learning control with the self-organizing map. Reinforcement learning uses the observable states of objective system and signals from interaction of the system and environment as input data. For fast learning in neural network training, it is necessary to reduce learning data. In this paper, we use the self-organizing map to partition the observable states. Partitioning states reduces the number of learning data which is used for training neural networks. And neural dynamic programming design method is used for the controller. For evaluating the designed reinforcement learning controller, an inverted pendulum on the cart system is simulated. The designed controller is composed of serial connection of self-organizing map and two Multi-layer Feed-Forward Neural Networks.

The Influences of the ICT Instructions on the Learning Achievement of Home Economics and Resource Management behavior According to Self Efficacy of Learning (ICT활용 수업이 학습자의 학업적 자기효능감에 따라 가정과 학업성취와 자원관리행동에 미치는 영향)

  • Jang Yoon Ok
    • Journal of the Korean Home Economics Association
    • /
    • v.43 no.1 s.203
    • /
    • pp.225-241
    • /
    • 2005
  • The purpose of this study was to investigate the influence of teacher-directed and learner-directed ICT instructions on the learning achievement of Home Economics and resource management behavior according to self efficacy of learning. The subjects of this study were students, selected from the second grade of D Middle school in Daegu, who were divided into three groups - the traditional instruction, teacher-directed ICT instruction, and learner-directed ICT instruction groups. The students were decided into three groups by their self efficacy of learning level. The experimental instructions were performed, and the learning achievement and resource management behavior estimated using test sheets. The data were processed using two-way ANCOVA and Scheff tests for post-hoc analyses. The results were as follows: First, there was a significant difference in the influence of the ICT instruction on the learning achievement of home economics according to self efficacy of learning. Second, there was a significant difference in the influence of the ICT instruction on the resource management behavior according to self-efficacy of learning.

The Effects of Problem-Based Learning on Self-Regulated Learning Ability in LIS Education: Based on Cognitive and Motivational Components (문헌정보학 교육에서 문제기반학습법 적용이 자기조절학습능력 향상에 미치는 효과 - 인지적·동기적 구성요소를 중심으로 -)

  • Lee, Jeong-Mee
    • Journal of the Korean Society for Library and Information Science
    • /
    • v.47 no.4
    • /
    • pp.103-124
    • /
    • 2013
  • This study investigated how Problem-Based Learning method effects on students' Self-Regulated Learning Strategies especially for the LIS education. For this purpose, the differences in students' self-regulated learning strategies were examined as a pre and a post survey using the same questionnaire. Correlation between cognitive and motivational self-regulated learning strategies was examined, and the details of the SRL's sub-components were measured to see the effects of Problem-based learning. Statistical significance using the paired sample t-test were also conducted. The results revealed that Problem-based learning is effective in improving students' cognitive motivational self-regulated learning and found out the possibilities for a follow-up study for motivational self-regulated learning.

Convergence Study about Problem-based Learing and Self-directed Learning Ability, Problem Solving Skills, Academic Self-efficacy, Motivation toward Learning of Nursing Students (문제중심학습(PBL)과 간호대학생의 자기주도적 학습능력, 문제해결능력, 학업적 자기효능감 및 학습동기에 대한 융합연구)

  • Kang, Seung-Ju;Kim, Eun-Ju;Shin, Hae-Jin
    • Journal of the Korea Convergence Society
    • /
    • v.7 no.2
    • /
    • pp.33-41
    • /
    • 2016
  • This study was convergence study conducted to examine the effects of problem-based learning(PBL) on self-directed learning ability, problem solving skills, academic self-efficacy, motivation toward learning in adult nursing care. This study was one-group pretest-posttest design. 51 students in the second year were recruited. After the PBL education, The participants showed much improvement in two areas of problem solving skills(t=3.30, p=.002) and Motivation toward Learning(t=3.004, p= .004). In the case of self-directed learning ability(t=1.451, p= .153) and academic self-efficacy(t=-1.04, p= .304), these have not showed a statistically significant change. The results indicate that the PBL education is effective in improving some areas of students' learning competency. Further study is needed to develop PBL programs for various clinical topics and evaluate the effectiveness on the learning outcomes.

The Effect of Core Note-based Pre-Learning Program on Self-determination Learning Motives, Self-directed Learning and Adaptation to Campus Life (핵심노트 기반 사전학습프로그램이 자기결정성 학습동기, 자기주도학습, 대학생활 적응에 미치는 영향)

  • Cho, Young-Mun
    • Journal of Digital Convergence
    • /
    • v.18 no.7
    • /
    • pp.307-315
    • /
    • 2020
  • This study was conducted to test the effects of core note-based pre-learning on self-determination learning motivation, self-directed learning, and campus life adaptation for undergraduate nursing students. This study used a one group pre-post test design. The participants were 60 nursing students Universities located in C city. Data were collected on two separate occasions before and after the application of the program from August 2018 to November 2018. For data analysis, SPSS/WIN 23.0 program was utilized including pearson correlation coefficients & Paired t-test. This study showed a meaningful positive for self-determination(t=-.52, p<.001), self-directed learning(t=-.2.11, p=.039) and campus life adaptation(t=-2.90, p=.005). The findings suggest the necessity to develop core note-based pre-learning program of various major curriculum of nursing and various instructional strategies for vitalizing Pre-Learning Program.

Investigating factors influencing Educational Performanceand mediating effects of learning presence of University Flipped Learning Classroom (대학 플립드러닝에서 수업성과에 영향을 미치는 요인과 학습실재감의 매개효과 규명)

  • Jeon, JeongA;Lee, Jeongmin;Bae, Yunju
    • Journal of Digital Convergence
    • /
    • v.17 no.12
    • /
    • pp.1-11
    • /
    • 2019
  • The purpose of this study is to investigate factors influencing educational performance and mediating effects of learning presence in the university flipped learning classroom. For achieving this purpose, self-regulation, learning presence, and collaborative preference were selected as learner variables, and perceived academic achievement and learning engagement were selected as variables for educational performance. To investigate causal relationships among the variables, 39 university students who took 16 week course flipped-learning class participated self-reported survey. Collected data were analyzed by multiple regression and mediation analyses. The results were as follows: first, learning presence and self-regulation affected learning engagement, and moreover, the learning presence mediated between self-regulation and learning engagement. Second, only learning presence affected perceived academic achievement. Therefore, various strategies for effective flipped learning should be considered, and well-designed classroom activities that can promote learners self-regulation, learning presence, and learning engagement are needed to successful flipped learning.

The Effect of Self-regulated Learning Program on Underachiever's Academic Achievement and Academic Self-concept (자기조절학습프로그램이 학습부진아의 학업성취 및 학업 자아개념에 미치는 효과)

  • Yim, Mee-Yeon;Kim, Kwang-Soo
    • The Korean Journal of Elementary Counseling
    • /
    • v.4 no.1
    • /
    • pp.123-150
    • /
    • 2005
  • The purpose of this study was to examine the effects of self-regulated learning program on the underachiever's academic achievement and academic self-concept. To achieve the purpose of study the research hypotheses were as follows : Hypothesis 1 : There will be significant differences in the improvement of academic achievement between the experimental group and the control group. Hypothesis 2 : There will be significant differences in the improvement of academic self-concept between the experimental group and the control group. To verify these hypotheses, 32 underachievers were selected from sixth grade students of 'D' elementary school located in Seoul. 16 students were allocated to the experimental group and 16 students were allocated to the control group. The experimental group trained with self-regulated learning program for 10 times(The length of each section was 60 minutes). The self-regulated learning program in this study was based on program by Kim. Yong-Soo(1998), The measurement instruments of the study were mathematics achievement test paper and academic self-concept test. To find out the difference, Pretest-posttest control design was used. Mean and standard deviations obtained from these tests were analysed with t-test. The major findings obtained through this study are as follows : First, self-regulated learning program was effective in improvement of academic achievement (p<.05). Second, self-regulated learning Program was not effective in improvement of academic self-concept. However, the experimental group showed significant improvement(p<.01) at academic self-concept and sub academic self-concepts (ability, achievement) in the data of pre-post test. it can be suggested that this program had positive influence on underachievers. Although it has some limitations, self-regulated learning program is effective to academic achievement and academic self-concept of underachievers, even though not significant, it has a positive t.

  • PDF

The Relationship Between Life-Learning Competency and Self-Directed Learning Ability, Problem-Solving Ability, and Academic Achievement of University Students in the Context of Higher Education

  • SUNG, Eunmo
    • Educational Technology International
    • /
    • v.18 no.2
    • /
    • pp.249-263
    • /
    • 2017
  • The purpose of this study was to examine whether respondents showed gender differences in life- learning competency, self-directed learning ability, problem-solving ability, and academic achievement and to identify relationships among variables of university students in the context of higher education. To address those goal, the data set was analyzed that nationally collected from Korea Youth Competency Measurement and International Comparative Research III by National Youth Policy Institute in South Korea. 680 samples were used in the study that were 343 males and 337 females of university students. As results, statistically significant difference was showed in the participants' gender. Male university students were higher score than female university students in All variables. Also, learning agility in life-learning competency was strongly related to self-directed learning ability and problem-solving. Thinking skills in life-learning competency was strongly related to academic achievement in university students in higher education. In terms of learning strategy in the context of higher education, some suggestions have been made for university students.