• Title/Summary/Keyword: 인식실험

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Smartphone Addiction Detection Based Emotion Detection Result Using Random Forest (랜덤 포레스트를 이용한 감정인식 결과를 바탕으로 스마트폰 중독군 검출)

  • Lee, Jin-Kyu;Kang, Hyeon-Woo;Kang, Hang-Bong
    • Journal of IKEEE
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    • v.19 no.2
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    • pp.237-243
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    • 2015
  • Recently, eight out of ten people have smartphone in Korea. Also, many applications of smartphone have increased. So, smartphone addiction has become a social issue. Especially, many people in smartphone addiction can't control themselves. Sometimes they don't realize that they are smartphone addiction. Many studies, mostly surveys, have been conducted to diagnose smartphone addiction, e.g. S-measure. In this paper, we suggest how to detect smartphone addiction based on ECG and Eye Gaze. We measure the signals of ECG from the Shimmer and the signals of Eye Gaze from the smart eye when the subjects see the emotional video. In addition, we extract features from the S-transform of ECG. Using Eye Gaze signals(pupil diameter, Gaze distance, Eye blinking), we extract 12 features. The classifier is trained using Random Forest. The classifiers detect the smartphone addiction using the ECG and Eye Gaze signals. We compared the detection results with S-measure results that surveyed before test. It showed 87.89% accuracy in ECG and 60.25% accuracy in Eye Gaze.

News Attributes and the Second-level Agenda Setting Study: Coverage of the nuclear waste storage facility in Wido (뉴스의 속성과 2차 의제설정 효과 연구: 위도 핵폐기장 보도를 중심으로)

  • Ban, Hyun;Choi, Won-Seok;Shin, Sung-Hye
    • Korean journal of communication and information
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    • v.25
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    • pp.65-102
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    • 2004
  • The purpose of this study was to examine the news attributes of the nuclear waste storage facility in Wido by conducting content analysis of two newspapers (Chosun Ilbo and Hangyoreh) and Ohmynews. Furthermore, this study measured the effects of news attributes on readers' attitude, opinion, and recognition of the event. The results of the content analysis indicated that all three newspapers focused on event-oriented coverage than issue-oriented one. Also, they only dealt with two issues-decision making process of the residents and rewards for residents-among a total of nine issues. That is, according to the hypothesis of the second-level agenda-setting theory, the media emphasize on a particular attribute while ignoring other attributes, which, in turn, make the particular attributes more salient. Based on the results of content analysis, this study conducted an experiment to measure the effects of media attributes on public recognition toward the attributes in terms of cognitive and of affective aspects. The results showed a significant relationship between media attributes and public attributes, which confirmed the effects of the second-level agenda setting. However, the transfer of attributes did not take place in affecting public opinion and public recognition of the event itself.

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An Analysis of Korean Middle School Students' Achievement of Scientific Inquiry and the Nature of Science in TIMSS-R (우리 나라 중학생들의 과학적 탐구 및 과학의 본성 영역에서의 국제 성취도 분석)

  • Hong, Mi-Young
    • Journal of The Korean Association For Science Education
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    • v.22 no.2
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    • pp.336-344
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    • 2002
  • The purpose of this study was to analyse achievement of 'Scientific Inquiry and the Nature of Science' in the Third International Mathematics and Science Study-Repeat (TIMSS-R), which was performed in 1999 with 38 nations participating. Korean 8th grade students' achievement of 'Scientific Inquiry and the Nature of Science' was compared to that of other countries and other content areas in science. Average percent correct of items in each subcategory - Scientific Method, Experimental Design, Scientific Measurements, Describing and Interpreting Data - was also analysed. Although 'Scientific Inquiry and the Nature of Science' topics were not included in intended curriculum in Korea, Korean students' average scale score of 'Scientific Inquiry and the Nature of Science' was significantly higher than international average and, in comparison with other science content areas, achievement of that area was relatively high. The reasons could be that the most students studied topics related to 'Scientific Inquiry and the Nature of Science' through the implemented curriculum and that the Korean teachers recognized the importance of inquiry. According to the results to analyze subcategories, the average percent correct of Korea were higher than 50% except the 'Scientific Measurements' subcategory. However, the international average percent correct were lower than 50%. Especially, the average percent correct of Korea was the highest in 'Describing and Interpreting Data' subcategory despite there were many students who were confused at observation, hypothesis and conclusion.

Science Experience's Type and Meaning of Korean Middle School-Science Gifted Students in Parent.School.Out-of-School Institution (중학교 과학 영재들의 부모.학교.학교 밖 교육 기관에서의 과학 경험의 유형과 그 의미)

  • Choi, Yunhee;Choi, Kyunghee
    • Journal of The Korean Association For Science Education
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    • v.32 no.10
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    • pp.1580-1598
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    • 2012
  • The Study aimed to observe Science Experience's Type in parent school out of school institution and Meaning of Middle School- Science Gifted Students in Korea. Twelve middle school gifted education institution and science high school students participated in this study. Data source was retrospective and in-depth interviews with individuals. Results were as follows. First, science experience with parents influenced interest and inquiring mind in science, choice of career in field of science. Second, science experience in school curriculum recognized that gifted students have talents of themselves in science and changed in Attitude toward science from science teacher. Third, science experience with education institution for out of school curriculum changed interest in science from Experiment for identified scientific knowledge and obtained new product through creative inquiry process. Furthermore, It was gained self-confidence, feel a sense of accomplishment and a challenging, the spirit of team work including of taking lead the team.

A Study on the Current Status and Improvement Plans for Culinary Education (조리교육 현황과 발전 방안 연구)

  • Lee, Jeong-Ae;Kim, Choong-Ho
    • Culinary science and hospitality research
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    • v.19 no.5
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    • pp.280-295
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    • 2013
  • This study analyzes the differences to examine which education is more effective for practical cooking skills. A survey was conducted on the 4 year university students majoring in culinary arts to examine the recognition levels of culinary practice education for the purpose of searching for an improvement plan for culinary education. The results are as follows. Seniors recognize the importance of learning theory, while the classes offered now are focusing on getting cooking certificates. The students approach cooking not only for eating food but also for the arts, showing increased interests in 'creative food' and 'fusion food.' In class, they feel the necessity of establishing a standard for a fair assessment and English skills for the globalization of food service. Hereupon this study recognizes the current state of culinary education service, draws factors which decide the quality of culinary arts education, and examines student satisfaction with theoretical education, practical education, assessment, and external education by using a factor analysis of twenty quality attributes. Through the development and application of various programs, operation of open practice classes and culinary organization reflecting social changes in learning courses, the culinary arts education is considered to be more vitalized. In this respect, this study introduces four measures which were designed to facilitate the education of highly-skilled human resources in the culinary field.

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The Study of Developing Korean SentiWordNet for Big Data Analytics : Focusing on Anger Emotion (빅데이터 분석을 위한 한국어 SentiWordNet 개발 방안 연구 : 분노 감정을 중심으로)

  • Choi, Sukjae;Kwon, Ohbyung
    • The Journal of Society for e-Business Studies
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    • v.19 no.4
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    • pp.1-19
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    • 2014
  • Efforts to identify user's recognition which exists in the big data are being conducted actively. They try to measure scores of people's view about products, movies and social issues by analyzing statements raised on Internet bulletin boards or SNS. So this study deals with the problem of determining how to find the emotional vocabulary and the degree of these values. The survey methods are using the results of previous studies for the basic emotional vocabulary and degree, and inferring from the dictionary's glosses for the extended emotional vocabulary. The results were found to have the 4 emotional words lists (vocabularies) as basic emotional list, extended 1 stratum 1 level list from basic vocabulary's glosses, extended 2 stratum 1 level list from glosses of non-emotional words, and extended 2 stratum 2 level list from glosses' glosses. And we obtained the emotional degrees by applying the weight of the sentences and the emphasis multiplier values on the basis of basic emotional list. Experimental results have been identified as AND and OR sentence having a weight of average degree of included words. And MULTIPLY sentence having 1.2 to 1.5 weight depending on the type of adverb. It is also assumed that NOT sentence having a certain degree by reducing and reversing the original word's emotional degree. It is also considered that emphasis multiplier values have 2 for 1 stratum and 3 for 2 stratum.

A Similarity-based Inference System for Identifying Insects in the Ubiquitous Environments (유비쿼터스 환경에서의 유사도 기반 곤충 종 추론검색시스템)

  • Jun, Eung-Sup;Chang, Yong-Sik;Kwon, Young-Dae;Kim, Yong-Nam
    • Journal of the Korea Society of Computer and Information
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    • v.16 no.3
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    • pp.175-187
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    • 2011
  • Since insects play important roles in existence of plants and other animals in the natural environment, they are considered as necessary biological resources from the perspectives of those biodiversity conservation and national utilization strategy. For the conservation and utilization of insect species, an observational learning environment is needed for non-experts such as citizens and students to take interest in insects in the natural ecosystem. The insect identification is a main factor for the observational learning. A current time-consuming search method by insect classification is inefficient because it needs much time for the non-experts who lack insect knowledge to identify insect species. To solve this problem, we proposed an smart phone-based insect identification inference system that helps the non-experts identify insect species from observational characteristics in the natural environment. This system is based on the similarity between the observational information by an observer and the biological insect characteristics. For this system, we classified the observational characteristics of insects into 27 elements according to order, family, and species, and proposed similarity indexes to search similar insects. In addition, we developed an insect identification inference prototype system to show this study's viability and performed comparison experimentation between our system and a general insect classification search method. As the results, we showed that our system is more effective in identifying insect species and it can be more efficient in search time.

A Study on the Development of Field Management System for Underground utility using Self-levelling marker and DGPS. (자동수평마커와 DGPS를 이용한 지하시설물의 현장관리시스템 개발에 관한 연구)

  • Kim, In-Seup
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.27 no.6
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    • pp.733-739
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    • 2009
  • Recently it is being increased rapidly to install magnetic marker and RFID tag on the underground utility lines before backfilling to ensure effective it's management. However, due to changes an attitude and damages of sensors. By pressure and vibration during soil compacting, detecting rate is significantly reduced as well as it allows to use only one line of various pipes since it has an unique frequency. Also it is required too long time to reach to target point with an non-accurate navigational GPS receiver and hard to update existing data base with a manual input of new data in the field. To improve these problems, the researcher developed the field management system that apply with ball typed self-levelling marker which is free from the changes of attitude for sensors during compaction as well as has various radio frequency applicable to many kind of pipes and ensure fast positioning to target point using an incorporated system with PDA based DGPS receiver which allows loading a field GIS software and RFID detector. Further, it provides with viewing all of RFID data on the DGPS receiver screen directly and also input new data to existing data base in the field automatically.

Human-Computer Interface using sEMG according to the Number of Electrodes (전극 개수에 따른 근전도 기반 휴먼-컴퓨터 인터페이스의 정확도에 대한 연구)

  • Lee, Seulbi;Chee, Youngjoon
    • Journal of the HCI Society of Korea
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    • v.10 no.2
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    • pp.21-26
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    • 2015
  • NUI (Natural User Interface) system interprets the user's natural movement or the signals from human body to the machine. sEMG (surface electromyogram) can be observed when there is any effort in muscle even without actual movement, which is impossible with camera and accelerometer based NUI system. In sEMG based movement recognition system, the minimal number of electrodes is preferred to minimize the inconvenience. We analyzed the decrease in recognition accuracy as decreasing the number of electrodes. For the four kinds of movement intention without movement, extension (up), flexion (down), abduction (right), and adduction (left), the multilayer perceptron classifier was used with the features of RMS (Root Mean Square) from sEMG. The classification accuracy was 91.9% in four channels, 87.0% in three channels, and 78.9% in two channels. To increase the accuracy in two channels of sEMG, RMSs from previous time epoch (50-200 ms) were used in addition. With the RMSs from 150 ms, the accuracy was increased from 78.9% to 83.6%. The decrease in accuracy with minimal number of electrodes could be compensated partly by utilizing more features in previous RMSs.

Effectiveness of a Sewing Practice Class for Cultivation of Creativity and Personality (바느질실습 수업이 중학생의 창의-인성에 미치는 효과)

  • Kim, Sang-Mi;Kwon, Young-Suk
    • Journal of Korean Home Economics Education Association
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    • v.31 no.1
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    • pp.151-168
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    • 2019
  • This study aims to verify the effects of the sewing practice class, developed for the cultivation of creativity and personality, the two qualities that the Korean Department of Education tried to emphasize in 2009 national curriculum. We conducted a single-group pretest-posttest experiment with the developed sewing practice class as a treatment. Results are as follows. First, the comparison results of before and after the developed sewing practice class showed that there were meaningful differences in creativity and its subfactors such as divergent thinking skill, problem solving ability, open-mindedness and patience. This is because in-class activities such as coming up with ideas by group discussion, creative activities and problem-solving experiences make the students be aware that they are the hosts of the class. It also affected their abilities of producing creative ideas and solving problems proactively. Second, the developed sewing practice class had an impact on students' personality and its subfactors like responsibility, diligence, consideration, communication skill, and collaborative ability. This practice class is based on personal activities which lead to the completion of the group assignment. This has not only emphasized individual responsibilities, but also highlighted the completion of group work and encouraged the flow of communication and cooperation among students. As a result, we concluded that this practice class helped nourish the participating students' personality.