• Title/Summary/Keyword: learning tendency

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

  • 주명길;윤성욱
    • 디지털산업정보학회논문지
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    • 제15권1호
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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
    • 한국소프트웨어감정평가학회 논문지
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    • 제17권1호
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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.

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

  • 조미아
    • 한국문헌정보학회지
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    • 제41권1호
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    • pp.33-54
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    • 2007
  • 본 연구는 음독과 묵독, 다독과 정독, 발췌독과 통독의 각 상대적 개념의 독서방식이 창의력과 자기주도적 학습능력에 미치는 영향을 비교하여 어떤 차이가 있는지 파악하기 위한 것이다. 창의력과 자기주도적 학습능력을 검증하기 위해 초등학교 6학년 2개 반 어린이 62명을 대상으로 창의력과 자기주도적 학습 특성 검사지 결과와 질문지로 조사한 독서방식을 사용하여 비교 분석하였다. 연구 결과 창의력과 자기주도적 학습능력 성향에 영향을 주는 독서방식은 묵독보다 음독이 영향을 미치는 요인이며 다독보다는 정독이 더 많은 영향을 미치는 요인인 것으로 나타났다. 한편 발췌독과 통독은 영향을 미치지 못하거나 부정적인 영향을 미치는 요인인 것으로 나타났다.

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

  • 김근우;구병수
    • 대한한의학회지
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    • 제21권2호
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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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학습효과 증대를 위한 인공지능을 이용한 영유아 앱 설계 (Design of an Infant's App using AI for increasing Learning Effect)

  • 오선진
    • 문화기술의 융합
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    • 제6권4호
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    • pp.733-738
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    • 2020
  • 요즘 수많은 앱이 개발되어 보급되고 있지만 특별히 5세 이하의 영유아들을 위한 앱은 쉽게 찾을 수 없는 상황이다. 영유아들을 위한 앱은 유익하고, 안전하며, 지능발달에 도움을 줄 수 있어야 하므로 그 선택은 더욱 까다롭다. 본 연구에서는 이러한 영유아들에 요구되는 특성을 충족할 수 있는 앱 개발을 위해 학습효과 증대를 위한 인공지능 기술을 접목하여 영유아들의 지능발달에 유익한 앱을 개발하고자 한다. 제안한 앱은 영유아들이 흥미를 갖고 집중해서 반복적으로 즐길 수 있는 놀이들 모음으로 그림 맞추기, 색칠 공부, 스티커 붙이기 등으로 구성되며, 가짜 휴대전화 기능을 두어 재미있는 전화 놀이도 할 수 있도록 설계하였다. 아울러, 학습효과 증대를 위해 아이들이 놀이하는 동안 발생하는 로그 정보를 수집 분석하고 다른 또래 아이들과의 기록 공유 등을 통해 그 아이의 성향, 이해도와 숙련도 등을 파악하여 학습하고 이를 다음 놀이에 적용하여 놀이의 흥미와 집중력을 향상할 수 있도록 설계하였다.

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

  • 허재은;김홍찬
    • 한국학교수학회논문집
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    • 제17권1호
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    • pp.1-21
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    • 2014
  • 본 연구는 자기조절학습능력의 관점에서 중학생들의 수학 보조학습 선택, 유지, 변경 과정과 그 효과를 분석하여 학생들이 합리적인 공부 방법을 선택하도록 돕는 데 그 목적이 있다. 이를 위해 학생들의 보조학습 선택, 유지, 변경 과정과 수업참여 적극성, 보조학습 성과로서 인지적, 정의적 영역의 변화를 정성적으로 분석하였다. 연구 결과, 자기조절학습능력이 높은 학생들은 자기조절학습능력이 낮은 학생들에 비해 첫째, 본인의 학습 과정과 보조학습이 자신에게 미치는 영향에 대해 구체적으로 판단하고 합리적 근거로 보조학습을 선택, 유지, 변경하였다. 둘째, 수업참여 적극성이 높고 내재적 동기에 의한 적극적 행동이 많았다. 셋째, 보조학습이 자신의 수학학습에 미친 영향을 구체적으로 느끼고 본인의 공부 방법에 확신이 있어 수학적 흥미와 자신감이 향상되었다고 느꼈다.

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

  • 박기양
    • 한국수학교육학회지시리즈A:수학교육
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    • 제42권3호
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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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학습과제 인지 과정에 대한 과학학습 동기체계에 따른 초등학생의 시선이동 분석 (Investigation of Eye-Tracking on Learning Task Perceiving Process of Elementary Students with Different Motivation System on Science Learning)

  • 양일호;임성만;김양희
    • 한국초등과학교육학회지:초등과학교육
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    • 제34권1호
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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.

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

  • 김수현
    • 한국산학기술학회논문지
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    • 제19권5호
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    • pp.366-372
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    • 2018
  • 전문대학에서 플립드 러닝 수업 교수학습전략 효과성을 검증하는데 목적이 있다. 효과성 검증은 전문대학생의 자기주도학습능력(인지적 영역, 동기적 영역, 행동적 영역)과 인지적 학습역량(고등사고력과 초인지를 포함한 지식과 사고, 창의역령과 창의 성향을 포함한 창의성, 문제해결과정과 조작과 실천을 포함한 문제해결)으로 살펴보았으며 플립드 러닝을 적용한 교수학습전략은 pre-class, in-class, post-class으로 구분하여 구체적으로 제시하였다. 연구대상은 K 전문대학 2017학년도 2학기에 개설된 '교육평가'를 수강한 재학생 57명을 대상으로 진행하였다. 전체 16주 수업에서 12주를 적용하였으며, 매주 화요일 2시간씩(100분) 주 1회 수업으로 진행되었다. 자료 분석은 유의도 .05수준에서 대응표본 t-검증을 실시하여 교육 전후의 데이터를 대응시켜 비교하였다. 연구결과 플립드 러닝을 적용한 수업이 전문대학생의 자기주도학습능력(동기영역, 행동영역)과 인지적 학습역량(고등사고, 초인지, 창의성 성향, 문제해결과정)에 유의미한 차이가 있는 것으로 나타났다. 이에 본 연구 결과는 향후 플립드 러닝을 적용한 교수학습전략과 수업설계 연구에 의미 있는 시사점을 제공할 것으로 본다.

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

  • 이일연
    • 영어어문교육
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    • 제8권2호
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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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