• Title/Summary/Keyword: Learning tendency

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Sentiment Analysis on Movie Reviews Using Word Embedding and CNN (워드 임베딩과 CNN을 사용하여 영화 리뷰에 대한 감성 분석)

  • Ju, Myeonggil;Youn, Seongwook
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.15 no.1
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    • pp.87-97
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    • 2019
  • Reaction of people is importantly considered about specific case as a social network service grows. In the previous research on analysis of social network service, they predicted tendency of interesting topic by giving scores to sentences written by user. Based on previous study we proceeded research of sentiment analysis for social network service's sentences, which predict the result as positive or negative for movie reviews. In this study, we used movie review to get high accuracy. We classify the movie review into positive or negative based on the score for learning. Also, we performed embedding and morpheme analysis on movie review. We could predict learning result as positive or negative with a number 0 and 1 by applying the model based on learning result to social network service. Experimental result show accuracy of about 80% in predicting sentence as positive or negative.

A Study on Deep Learning Model-based Object Classification for Big Data Environment

  • Kim, Jeong-Sig;Kim, Jinhong
    • Journal of Software Assessment and Valuation
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    • v.17 no.1
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    • pp.59-66
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    • 2021
  • Recently, conceptual information model is changing fast, and these changes are coming about as a result of individual tendency, social cultural, new circumstances and societal shifts within big data environment. Despite the data is growing more and more, now is the time to commit ourselves to the development of renewable, invaluable information of social/live commerce. Because we have problems with various insoluble data, we propose about deep learning prediction model-based object classification in social commerce of big data environment. Accordingly, it is an increased need of social commerce platform capable of handling high volumes of multiple items by users. Consequently, responding to rapid changes in users is a very significant by deep learning. Namely, promptly meet the needs of the times, and a widespread growth in big data environment with the goal of realizing in this paper.

A Comparative Study on the Effect of Reading Methods on the Tendency of Creative Ability and the Self-Directed Learning Ability of Children (독서방식이 아동의 창의력과 자기주도적 학습능력 성향에 미치는 영향 비교 연구)

  • Cho, Mi-Ah
    • Journal of the Korean Society for Library and Information Science
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    • v.41 no.1
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    • pp.33-54
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    • 2007
  • The Purpose of this study is to investigate how the different types of reading method of contrary concept : between "oral reading" and "silent reading", between "intensive reading" and "extensive reading", between "thorough reading", "selective reading", influence on the tendency of the creative ability and the self-directed learning ability. This study was collected using 2 classes of 6th-grade 62 children of an elementary school. The influences according to reading methods on creative ability and the self-directed teaming ability analysis were as follows : "Oral reading" more than "silent reading", "intensive reading" more than "extensive reading" had a significant influence on the creative ability and the self-directed learning ability. Out of reading methods, "selective reading" and "thorough reading" had no significant influence, or had negative factors on the creative ability and the self-directed learning ability.

Effects of Daejo-hwan(Tatsao-wan) on L-NAME Induced Learning and Memory Impairment and on Cerebral Ischemic Damage of the Rats (L-NAME으로 유발된 학습.기억장애와 뇌허혈 손상에 관한 대조환의 효과)

  • 김근우;구병수
    • The Journal of Korean Medicine
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    • v.21 no.2
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    • pp.25-36
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    • 2000
  • Objectives : This study demonstrates the effects of Daejo-hwan on learning and memory impairment induced by L-NAME (75 mg/kg) treatment and on cerebral ischemic damage induced by middle cerebral artery (MCA) occlusion in rats. Methods : Daejo-hwan emulsion (73.3 mg/100 g/l ml) was administered to rats along a timed study schedule. The Moms water maze was used for learning and memory test of the rats. The MCA was occluded by using the intraluminal thread method. The brain slices were stained by 2 % triphenyl tetrazolium chloride (TTC) and 1 % cresyl violet solution. Infarct size, neuron cell number and size in penumbra was measured by using computer image analysis system. Results : 1. The escape latency of the Daejo-hwan treated group decreased significantly with respect to the control group. 2.The memory score of the Daejo-hwan treated group showed increase tendency, And the swimming distance was not different between the normal, the control, and the Daejo-hwan treated group. 3. The infarct size of the Daejo-hwan treated group decreased significantly with respect to the control group. 4. The total infarct volume of the Daejo-hwan treated group showed decrease tendency. And the brain edema index of the Daejo-hwan treated group decreased significantly with respect to the control group. 5. The neuron cell number and cell size in penumbra of the Daejo-hwan treated group increased significantly with respect to the control group. Conclusions : According to the above results, it is supposed that Daejo-hwan is clinically applicable to the vascular dementia.

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Design of an Infant's App using AI for increasing Learning Effect (학습효과 증대를 위한 인공지능을 이용한 영유아 앱 설계)

  • Oh, Sun Jin
    • The Journal of the Convergence on Culture Technology
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    • v.6 no.4
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    • pp.733-738
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    • 2020
  • It is really hard to find an infant's App, especially for the age under 5, even though there are lots of Apps developed and distributed nowadays. The selection of the proper infant's App is difficult since the infants' App should be useful, safe and helpful for the development of their intelligence. In this research, we design the useful infant's App for the development of their intelligence by applying the AI technology for increasing the learning effect in order to satisfy the characteristics of the infants' needs. A proposed App is the collection of interesting games for infants such as picture puzzle game, coloring shapes game, pasting stickers game, and fake mobile phone feature enables them to play interesting phone game. Furthermore, the proposed App is also designed to collect and analyze the log information generated while they are playing games, share and compare with other infants' log information to increase the learning effect. After then, it figures out and learns their game tendency, intelligibility, workmanship, and apply them to the next game in order to increase their interests and concentration of the game.

The effect of the Self-Regulated Learning Ability on the Process of Selecting Assisted-Learning in the Middle School Mathematics Education (자기조절학습능력이 중학교 수학교육에서 보조학습 선택 과정과 결과에 미치는 영향 분석)

  • Hur, Jae Eun;Kim, Hong Chan
    • Journal of the Korean School Mathematics Society
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    • v.17 no.1
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    • pp.1-21
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    • 2014
  • This research aims to analyze the process of selecting, maintaining, and changing the method of learning mathematics by middle school students from the perspective of self-regulated learning ability, in order to help students to select a rational method of studying. For this purpose, we defined 'assisted-learning' as all kinds of education that education demanders receive to supplement their regular school studies. As results of the research, it was found as follows. First, the students with high self-regulated learning ability selected, maintained, and changed their assisted-learning based on their concrete decision and rational reasons regarding the effect of their learning process and assisted-learning to themselves. Second, the students with high self-regulated learning ability had tendency to be very active participation in class than the students with low ability. Third, the students with high self-regulated learning ability felt the effect of assisted-learning on their learning mathematics, and felt the enhancement of their interest and confidence. Also, it is notable that the students selected 'their own willingness to study' as a major factor for the success of assisted-learning.

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An Analysis and Study for the Math Disliking Tendency of the Australian Students -Compare to the Students of Middle School of Korea- (호주 학생들의 수학 기피성향 분석 연구 -우리나라 중학교 학생과의 비교-)

  • 박기양
    • The Mathematical Education
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    • v.42 no.3
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    • pp.295-302
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    • 2003
  • The purpose of this study is to make more reliable researches on the tendency of shirking from the mathematics by including those of the students in the other country, and there are a series of researches such as 'math-camp to raise the mathematical tendency of the students who make little progress in the study', 'establishment of factors causing the shirking tendency from the mathematics and development of the analyzing instruments for it' and 'study on the preference to each category of the school mathematics.' For this purpose, I used a test developed by the shirking tendency research team. I compared the average score and standard deviation between the Korean and the Australian students. As for the average score, that of the Australian elementary school students is about one point higher than the Korean students, and there was no remarkable difference in the deviation. Comparing the math-shirking tendency of the two groups, they show higher shirking tendency in the aspects of emotional and mathematical recognition that belong to the psychological and environmental sphere. And, as for an extent of association in difficulties according to each school grades, its degree of the Australian students is comparatively lower than that of the Korean students, therefore, the shirking tendency of the Australian students is intermediate level whereas that of the Korean students is the lowest. They show us a peculiar result in teacher factor. It is noteworthy in that the Korean students show a positive reaction in that factor, however, the Australian students show a comparatively weak reaction. It might be caused by a cultural difference. I also have compared the accumulated percentage according to each shirking tendency factors. It will not only be very efficient for teachers to establish a teaching plan but also a good data to understand the shirking tendency of each student. This will be a very good data for the planners of teaching policy to remedy the causes of shirking tendency. And, it will also be used effectively to write a new textbook. It has been uncommon that a psychological test is used in the research for the improvement of teaching and learning mathematics. In this aspect, I am sure that this study including the preceding research will be a good in studying the shirking tendency factors by using a psychological test. I believe that this research will be a help to grasp the outline of the shirking tendency and I will have to try continuously to make it be a reasonable and reliable study.

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Investigation of Eye-Tracking on Learning Task Perceiving Process of Elementary Students with Different Motivation System on Science Learning (학습과제 인지 과정에 대한 과학학습 동기체계에 따른 초등학생의 시선이동 분석)

  • Yang, Il-Ho;Lim, Sung-Man;Kim, Yang-Hee
    • Journal of Korean Elementary Science Education
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    • v.34 no.1
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    • pp.86-94
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    • 2015
  • This study is to investigate how do elementary students' eye movements appear in cognitive process that they perceive science learning materials depending on motivation system of science learning. For this study we had a random sampling of 301, 6th grade students. And we had selected 32 students through the three tests for the final; motivation system test of science learning, a learning styles test, an Edinburgh inventory for handedness test. We were analysis the cognitive process during learning tasks for the selected student using eye-tracking equipment. The results of the research are as follows: First, when students see a science learning material, we found out that SL-BAS group that has tendency searched various areas than SL-BIS group in learning task. Second, results confirmed through the data of integrational count that students looked alternately texts, images and graphs in the learning material, SL-BIS group were more than SL-BAS group on integrated count, but they had a simple and insignificant eye movement. Especially SL-BAS students showed that integrated eye movement between texts, images and graphs in the learning material, and they explored important areas of the graph compared with SL-BIS group that there was no eye movement in graph. These results may be utilized as a useful resource for designing students' learning.

A Study on the Effectiveness of Teaching and Learning Strategies for Flipped Learning in College Education (전문대학에서 플립드 러닝 교수학습전략 효과성 검증)

  • Kim, Soo hyun
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.19 no.5
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    • pp.366-372
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    • 2018
  • The purpose of this study was to investigate the effects of educational evaluation with the application of flipped learning on undergraduate students' self-directed learning ability (cognitive domains, motive domains, conductive domains) and cognitive learning competency (knowledge and thought, creation, problem solving). An educational evaluation class, which applied flipped learning designed on the basis of pre-class, in-class, and post-class, was taught to 57 undergraduate students for twelve of the sixteen weeks of a semester. It was held each week on Thursdays for two (Ed- I don't understand 'for two'). The study results showed that, applying the flipped learning educational education class for undergraduate students improved self-directed learning ability (motivation domains, behavior domains) and cognitive learning competence (higher order thinking, metacognition, creativity tendency, problem-solving process). This study provides meaningful suggestions on exploring instructional design and effective teaching and learning methods applied to flipped learning.

An analysis of the predisposition of learners of English focusing on motivation and learning strategies (동기와 전략으로 본 영어 학습자들의 성향 분석)

  • Lee, Il-Yeon
    • English Language & Literature Teaching
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    • v.8 no.2
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    • pp.151-176
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    • 2003
  • Motivation and learning strategies, some of the important factors affecting language learning, have mostly been studied with reference to their relationship in terms of proficiency. This study investigated motivation and learning strategies and their relationship in order to find the inward predisposition of learners. Data was collected from 200 university students in Taejon and Chungnam province, Korea language learning strategies were measured by the Strategy Inventory for Language Learning(SILL), and motivation by the Attitude / Motivation Test Battery(AMTB), with adaptations for Koreans. The detailed analysis of the data Indicated that Korean university students were more motivated to learn English for a practical goal than a formal one. They had a strong willingness to learn but showed 'the tendency of the new generation' of choosing the easiest and most convenient ways in studying English in terms of motivational intensity and strategy use. Findings imply that there have to be some changes and improvements in the deep-rooted classroom teaching methods. A systematic device is needed to induce students to be autonomous learners, providing them with a variety of activities suitable for their purposes and levels, as in opportunities of contacting native speakers, multi-media language labs, the Internet etc.

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