• Title/Summary/Keyword: Effective learning

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Application of reinforcement learning to hyper-redundant system Acquisition of locomotion pattern of snake like robot

  • Ito, K.;Matsuno, F.
    • Proceedings of the Korea Inteligent Information System Society Conference
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    • 2001.01a
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    • pp.65-70
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    • 2001
  • We consider a hyper-redundant system that consists of many uniform units. The hyper-redundant system has many degrees of freedom and it can accomplish various tasks. Applysing the reinforcement learning to the hyper-redundant system is very attractive because it is possible to acquire various behaviors for various tasks automatically. In this paper we present a new reinforcement learning algorithm "Q-learning with propagation of motion". The algorithm is designed for the multi-agent systems that have strong connections. The proposed algorithm needs only one small Q-table even for a large scale system. So using the proposed algorithm, it is possible for the hyper-redundant system to learn the effective behavior. In this algorithm, only one leader agent learns the own behavior using its local information and the motion of the leader is propagated to another agents with time delay. The reward of the leader agent is given by using the whole system information. And the effective behavior of the leader is learned and the effective behavior of the system is acquired. We apply the proposed algorithm to a snake-like hyper-redundant robot. The necessary condition of the system to be Markov decision process is discussed. And the computer simulation of learning the locomotion is demonstrated. From the simulation results we find that the task of the locomotion of the robot to the desired point is learned and the winding motion is acquired. We can conclude that our proposed system and our analysis of the condition, that the system is Markov decision process, is valid.

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A Study on Learning Style of Level-Differentiated College Mathematics Classes: Focusing on College of Engineering Students (수준별 대학수학 수업의 학습유형 분석에 관한 연구: 공과대학생을 대상으로)

  • Lee, Yoon-Gyeong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.17 no.3
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    • pp.373-379
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    • 2016
  • This study examined the level-differentiated mathematic classes to offer basic data for effective college mathematics curriculum. Using the Kolb Learning Style, this study surveyed 213 college engineering students in 6 level-differentiated classes in one university and analyzed the significant consequence. The results showed that the ranking of the Learning Style in a superior mathematic class is Diverger, Accommodator, Assimilator, and Converger. Second, the ranking of the Learning Style in the inferior mathematics class was Accommodator, Diverger, Assimilator, and Converger. Third, for effective class of superior mathematics class, professors need to give sufficient time to analyze mathematics problems by the students themselves. Fourth, for an effective class of inferior mathematic class, professors need to use experimental and diverse teaching method to enhance the students' concentration and learning achievement. Based on this study, professors should develop teaching methods that fit the students' Learning Style and the properties of college mathematics curriculum.

A Study Comparing the Effects of Types of Relative Frequency and Delay Internal of Knowledge of Results on Motor Learning (결과에 대한 지식의 상대적 빈도와 지연간격 유형이 운동학습에 미치는 영향 비교)

  • Kim, Dae-Gyun;Cha, Seung-Kyu;Kim, Bum-Gyu;An, Soo-Kyung;Kim, Jong-Man
    • Physical Therapy Korea
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    • v.4 no.1
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    • pp.48-62
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    • 1997
  • Several studies have evaluated the effects of types of relative frequency and delay interval of knowledge of results(KR) on motor skill learning independently. The purpose of this study was to determine more effective types of KR relative frequency and KR delay interval for motor learning. Forty-six healthy subjects (15 female, 31 male) with no previous experience with this experiment participated. The subjects ranged in age from 20 to 29 years (mean=23.9, SD=0.474). All subjects were assigned to one of four groups: a high-instant group, a high-delay group, a low-instant group, and a low-delay group. During the acquisition phase, subjects practiced movements to a target (400 mm) with either a high (83%) or low (33%) KR relative frequency, and with either an instantaneous or delayed (after 8s) KR. Four groups were evaluated on retention (after 3min and 24hr) and transfer (450 mm) tests. The major findings were as follows: (1) there were no between-group differences in acquisition and short-term retention (p>0.05, (2) a low (33%) KR relative frequency during practice was as effective for learning as measured by both long-tenn retention and transfer tests, compared with high (83%) KR practice conditions (p<0.05), (3) delayed (8s) KR enhanced learning as measured by both long-term retention and transfer tests, compared with instantaneous KR practice conditions (p<0.05), and (4) there were no interactions between KR relative frequency and KR delay interval during acquisition, retention, and transfer phases. The results suggest that relatively less frequent and delayed KR are more effective types for motor learning than more frequent and instantaneous KR.

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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
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    • v.4 no.1
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    • pp.123-150
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    • 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.

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Design and Evaluation of a Social Networking Site (SNS) Supported Collaborative Learning Environment for Vocabulary Learning

  • YANG, Wanping;PAN, Yingying
    • Educational Technology International
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    • v.23 no.1
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    • pp.41-66
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    • 2022
  • Vocabulary learning plays an important role in language learning. This study explored a new paradigm based on social networking site (SNS) supported collaborative learning for vocabulary learning. SNS supported collaborative learning (SSCL) can effectively promote learners' engagement, interest and motivation by providing a more communicative and interactive environment. However, vocabulary learning studies on SSCL mainly focused on the effectiveness and influencing factors, lacking specific instructional strategies. Therefore, this study aims to develop instructional strategies that guide instructors to create an SSCL environment for facilitating vocabulary learning. The final instructional strategies are composed of three stages according to the course process, consisting of 8 general strategies and 21 specific guidelines. The content validity was ensured by four experts in the field of educational technology. The instructional strategies were then applied in an actual classroom with 16 students. The positive responses from the instructor and learners indicated that SSCL can be reasonably incorporated into the current curriculum to provide effective learning opportunities and to promote learners' vocabulary learning.

Developing of Learning Attitude Examination Tool for Vocational College Students (전문대학생을 위한 학습태도검사)

  • Kim, Jeong-Sun;Lee, Hyoung-Soo
    • The Journal of the Korea Contents Association
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    • v.14 no.11
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    • pp.982-994
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    • 2014
  • The purpose of this study was to find a way to improve the basic learning ability of vocational college students and to develop the examination of learning attitude. This examination can be used at Center for Teaching and Learning as a previous step to find the strategy and effectiveness of learning. The examination of learning attitude which consisted of 33 questions was surveyed by 984 college freshmen. The survey revealed that five factors; effective content arrangement, priority and self-management, Check and improve of study habits, goal setting and implementation, learning plans have high interrelation(.53~.72). Especially, the more positive aptitude for their majors students had, the higher score they achieved in those five factors. According to general characteristics, there was significant difference among five factors. Therefore, if it is considered to run a differentiated Teaching and Learning method individually, it is expected to be more effective learning strategies.

Effective Classroom Environments in Discovery Learning Classes for Gifted Science Pupils (초등과학 영재교실에서 발견 학습 모형 수업에 효과적인 환경 조건의 탐색)

  • Lee, In-Ho;Jhun, Young-Seok
    • Journal of Korean Elementary Science Education
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    • v.25 no.3
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    • pp.307-317
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    • 2006
  • Those students with ability and interest in science should be supported to develop their potential and to reach high levels of achievement in science and technology. In order to ensure that gifted pupils are able to enhance their creativity as well as research abilities, appropriate learning programs and environments are essential. One of the various teaching and learning models for the gifted in science is the discovery learning model based on inductive science activities. There is a clear line of continuity between knowledge discovery at the forefront of research and student's learning activities. If students receive excellent training in organizing scientific concepts for themselves, they will be able to skillfully apply appropriate scientific concepts and solve problems when facing unfamiliar situations. It is very important to offer an appropriate learning environment to maximize the learning effect whilst, at the same time, understanding individual student's characteristics. In this study, the authors took great pains to research effective learning environments for gifted science students. Firstly, appropriate classroom learning environments thought by the teacher to offer the most potential were investigated. 3 different classes in which a revised teaching and learning environment was applied in sequence were examined. Inquiries were conducted into students' activities and achievement through observation, interviews, and examination of students' worksheets. A Science Education expert and 5 elementary school teachers specializing in gifted education also observed the class to examine the specific character of gifted science students. A number of suggestions in discovery learning classes for elementary students gifted in science are possible; 1) Readiness is essential in attitudes related to the inquiry. 2) The interaction between students should be developed. A permissive atmosphere is needed in small group activities. 3) Students require training in listening to others. In a whole class discussion, a permissive atmosphere needs to be restricted somewhat in order to promote full and inclusive discussion. 4) Students should have a chance to practice induction and abduction methods in solving problems.

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The Design And Implementation of the Web-Based Performance Assessment System for the Effective Instruction and Learning (효율적 교수학습을 위한 웹 기반 수행평가 시스템 설계 및 구현)

  • Kwon, Hyung-Kyu;Lee, Eun-Jung
    • Journal of The Korean Association of Information Education
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    • v.8 no.1
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    • pp.125-137
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    • 2004
  • This research presents a performance assessment system of which the purpose is to increase the effectiveness of the instruction and learning through the on-the-job superintendent of the instructor, the self-directed learning of the learner, and the interaction between instructors and students. The presented performance assessment system applies the problem-based situated learning of the web-based performance assessment to the production, the execution, the assessment, and the transmission of the test. For the effective administration and learning in the school, we applies the Problem-Based Learning of constructivism and the web-based situated learning of the learning community to the system design. The production of the web-based performance assessment shows that the problem-based and self-directed learning of the assessment are achieved through the web-based automatic production of the performance assessment, and the contextual learning by case-based learning is performed by the production of the template of the performance assessment.

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Implementation of a Adaptive Learning System Supporting Dynamic Link (동적 링크를 지원하는 적응형 학습시스템의 구현)

  • Lee, Jaemu;Kim, Dugyu
    • Journal of The Korean Association of Information Education
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    • v.16 no.3
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    • pp.275-282
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    • 2012
  • Existing web based learning system provides various instruction paths. However, learners are provided with the same instruction content with little consideration of each learner's learning style. Therefore, Current Web based learning is lacking as a system that encourages individual learning, by failing to provide for proper instruction methods for each learner. This prototype system can find the most effective way of learning for each learner by analyzing a learner's learning. It also provides content based on the most effective instruction method for the learner taking into consideration learning style. Especially, this proposed adaptive learning system supporting dynamic link by learning style by evaluation for each steps of leaning process.

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Development of an Adaptive Instruction System Applying Gregorc's Learning Style (Gregorc 학습 스타일을 적용한 적응형 교수 시스템 개발)

  • Lee, Jaemu
    • Journal of The Korean Association of Information Education
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    • v.17 no.4
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    • pp.383-391
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    • 2013
  • This study developed an adaptive instruction system for individual learning. We applied Gregorc's learning style to support the adaption. This proposed Instruction system provides instruction content based on a more effective instruction method that takes into consideration the learner's individual learning style. We applied Gregorc's learning style to create a clear treatment of differing learning styles. Proposed adaptive instruction system was applied to college students studying computer learning. A t-test indicated that our proposed adaptive instruction system resulted in positive effects in an overall style comparison. In addition, our Abstract-Sequential learning style indicated the most effective results while the Abstract-Random learning style indicated no difference between the experimental and comparative groups in each style analysis for Gregorc's learning style.