• 제목/요약/키워드: WordStart

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항목 내용물의 클러스터 정보를 고려한 협력필터링 방법의 확률적 재해석 (Probabilistic Reinterpretation of Collaborative Filtering Approaches Considering Cluster Information of Item Contents)

  • 김병만;이경금;오상엽
    • 한국정보과학회논문지:소프트웨어및응용
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    • 제32권9호
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    • pp.901-911
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    • 2005
  • 인터넷의 상업적 이용이 증가하고 인터넷에서 쉽게 얻을 수 있는 정보의 양이 풍성해지면서 정보 필터링 (information filtering) 기법은 대량의 정보 공간에서 사용자의 요구와 기호에 맞는 항목을 찾는 과정에 널리 사용되고 있다. 많은 협력필터링 (collaborative filtering) 시스템이 사용자 평가를 기반으로 사용자나 항목들 사이의 유사성을 찾아내고 이를 바탕으로 추천을 해왔지만 사용자 편향 (user bias), 비전이 연관 (non-transitive association), cold start 문제와 같이 성능을 높이기 위해 해결해야 할 문제들이 남아있다. 이 세 가지 문제는 사용자나 항목들 사이에 더 정확한 유사도를 찾아내는 과정에 장애가 된다. 본 논문에서는 이러한 문제들을 해결하기 위해 제안된 UCHM 및 ICHM 방법을 확률적으로 재해석하였다. 이 확률적 모델은 객체 (사용자 또는 품목)들을 그룹들로 구분하고 각 그룹 내에서 사용자 평가가 가우시안 분포를 따른다는 가정 하에 사용자들이 무엇을 선호할 것인지 예측한다. 실세계 자료에 대한 실험 결과, 제안된 방식이 다른 방식들과 비교할 만한 성능을 보인다는 것을 확인할 수 있었다.

한국농수산대학 졸업생 영농정착 성공 사례집의 Text Mining - 주요단어의 빈도 분석 및 word cloud - (Text Mining of Successful Casebook of Agricultural Settlement in Graduates of Korea National College of Agriculture and Fisheries - Frequency Analysis and Word Cloud of Key Words -)

  • 주진수;김종숙;박석영;송천영
    • 현장농수산연구지
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    • 제20권2호
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    • pp.57-72
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    • 2018
  • 본 연구는 한농대에서 발간하는 청년 농어업인들의 우수한 영어·영농 정착사례에서 의미 있는 정보를 추출하고자 프로그램 R의 Text mining으로 주요단어를 추출하고 시각화를 위하여 word cloud를 작성하였다. 먼저 전체 표본에 대한 text mining 결과에서는 '대표', '이사', '생각', '자신', '시작', '마음', '노력' 등이 상위 50개 핵심 단어 가운데 빈도수가 높게 나타난 단어들이다. 이는 젊은 농부들이 회사의 경영주가 되기 위해서거나 또는 경영주로서 그들 스스로 생각하고 판단하고 추진하는 능력을 갖추고 있음을 표현이며 자기의 꿈을 버리지 않고 스스로 꿈꾸는 일을 헤쳐 나가는 모습의 표현이라 할 수 있다. '아버지', '부친' 및 '부모님' 등의 단어 빈도수가 높은 것은 부모협농과 승계농의 비율이 높은 경영형태의 영향이라 할 수 있으며, '한국농수산대학', '대학', '졸업', '공부' 등의 단어는 이들의 높은 교육의식을 나타낸 결과이며, '유기농'과 '친환경' 의 단어는 우수사례자들의 친환경 농업에 대한 관심도를 나타낸 결과라 할 수 있다. 또한 '판매', '체험' 등의 6차산업 관련어는 농어업·농어촌을 활성화시키기 위한 이들의 노력을 나타내는 결과라 할 수 있다. 한편 '인터넷', '블로그', '온라인', '홈페이지', 'SNS', 'ICT', '융복합' 및 '스마트' 등의 단어들은 비록 상위 50위 안에는 없었으나 이들 단어들이 빠지지 않고 추출된 결과는 영어·영농의 과학화·첨단화에 청년농부들의 관심이 높아지고 있음을 알 수 있었다. 다음으로 품목별 샘플에 대하여 빈도수가 상위 50위 이내인 주요단어를 그룹화 한 결과로서 축산, 채소 및 수산은 '시설', 식량작물은 '장비', '기계' 등의 빈도수가 높게 나타냈다. '친환경'은 채소작물과 식량작물에서 나타났으며, '유기농'은 채소, 식량작물, 과수에서 나타났다. 식량작물에서는 '우렁이'가 추출되었으며, 우수농수산물을 의미하는 '인증'은 수산에서만 나타났다. '6차산업' 관련단어로 '생산'은 모든 계열, '가공', '유통'은 과수, '체험'은 채소, 식량작물 및 과수에서 나타났다. 그리고 텍스트 마이닝으로 추출한 단어를 시각화하기 위하여 전체 샘플과 각 품목별로 word cloud를 작성하여 구조화되지 않은 비정형 텍스트인 우수사례들이 내포하고 있는 의미를 글자의 크기로 알 수 있도록 나타냈다.

An Experiment of Reading Aloud Meeting in English

  • Arimitsu, Yutaka;Yagi, Hidetsugu;Lee, Jae-Hoon;Wu, Zhiqiang
    • 공학교육연구
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    • 제15권4호
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    • pp.26-30
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    • 2012
  • Nowadays, fewer Japanese university students are taking PhD degrees in the U.S.A than Koreans or Taiwanese. The language barrier is considered as one of major reasons for this. This lack of international education is one of the reasons cited, as Japan has been falling behind in industrial globalization. Reading aloud is a good practice for learning a foreign language, since many areas of our brains are simultaneously activated. Furthermore, students have a chance to overcome the psychological barrier in reading aloud in front of others, in a meeting. The authors start the voluntary meeting (which is unrelated to official classes of the curriculum) by reading English articles aloud. Topics in the meeting are selected from articles on web sites, therefore, (1) textbooks were not needed, (2) voice data could be listened to, and (3) the meaning and the pronunciation of an unknown word could be checked by web tools. Once the methodology has been mastered, volunteer students can manage the meeting. The authors introduce our experiments conducted at the Department of Mechanical Engineering, Ehime University.

자동차 제어용 음성 인식시스템 구현 (An Implementation of Speech Recognition System for Car's Control)

  • 이광석;김현덕
    • 한국정보통신학회논문지
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    • 제5권3호
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    • pp.451-458
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    • 2001
  • 본 연구는 자동차내의 각종 제어장치들을 음성으로 실시간 제어하기 위한 음성제어 시스템을 제안하고 실험적으로 검증하였다. 실시간 제어음성 인식시스템은 8bit-l0MHz로 A/D변환된 음성 데이터를 실시간으로 시작점과 끝점을 검출한 후, One Pass DP법으로 인식하였으며 그 결과를 모니터에 문장으로 출력하며 제어용 인터페이스에 제어데이터를 보내도록 구성하였다. HMM모델은 자동차내의 장치들을 제어하기 위한 제어음성 및 숫자음들로 구성되는 연속음성을 학습 및 모델링 하였다. 단어.제어문들의 인식률은 평균 97.3%, 숫자음의 경우는 평균 96.3% 정도의 인식률을 얻을 수 있었다.

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간호대학생과 의과대학생의 임종돌봄 실습 후 죽음 정서의 의미 (A Meaning of Death through Emotional Expression about Death after Nursing and Medical Students' End-of-Life Care Practice)

  • 조계화
    • 성인간호학회지
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    • 제22권3호
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    • pp.329-341
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    • 2010
  • Purpose: The purpose of this study was to understand the meaning of death experienced by medical and nursing students through end-of-life care practice. Methods: Data were collected by in-depth interviews with twelve (six nursing and six medical) students. Conventional qualitative content analysis was used to analyze the data. Results: This findings were analyzed in three areas: 'feeling from the word of death', 'color association of death', and 'relation between life and death'. Results were three major themes and sixteen categories from the analysis. Three major themes include 'reality of uncertain death', 'have to leave, and 'new perception about death'. Sixteen categories include 'being well', 'fear', 'unknown', 'boundless', 'being with', 'out of sight', 'new start', 'go back to', 'place going by itself', 'place to meet with', 'being transformed', 'a sense of futility', 'the same point', 'a different point', 'continuous line', and 'a crossroad'. Conclusion: The findings suggest a number of themes that nursing and medical students reported about the end of life experiences that could be explored as a way of improving end of life care.

The Role of Empathy in Crowdfunding Channel Platform

  • BAN, Juil;LEE, Han-Suk
    • 유통과학연구
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    • 제18권10호
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    • pp.15-23
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    • 2020
  • Purpose: Crowdfunding can be a complementary channel in which start-ups or small companies can obtain financial help and take advantage of exploiting the online potential. To activate crowdfunding, it is necessary to consider a consumer's empathic responses. This article examines the role of empathy in the crowdfunding channel platform. We adopted the identification-commitment model to prove the role of empathy. Research design, data, and methodology: Participants were asked to read the charitable crowdfunding campaign. More than 300 young adults completed an online questionnaire and we analyzed it with structural equation modeling (SEM). To find out the role of empathy, we postulate several models which use empathy variable for different purposes. Results: We conclude that empathy has the role of moderator in the identification-commitment model. This means the high empathic response helped the relationship between identification and commitment. However, low empathic response can negatively influence the process of identification to commitment. Conclusions: This study found that virtual empathy is positively related to crowdfunding participation if we can elevate empathy in the crowdfunding channel platform. The findings also show that we need to consider empathic response when we want to raise funds for specific projects such as protecting the natural environment.

빅데이터 분석을 이용한 디지털 패션 테크에 대한 인식 연구 (Perceptions and Trends of Digital Fashion Technology - A Big Data Analysis -)

  • 송은영;임호선
    • 한국의류산업학회지
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    • 제23권3호
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    • pp.380-389
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    • 2021
  • This study aimed to reveal the perceptions and trends of digital fashion technology through an informational approach. A big data analysis was conducted after collecting the text shown in a web environment from April 2019 to April 2021. Key words were derived through text mining analysis and network analysis, and the structure of perception of digital fashion technology was identified. Using textoms, we collected 8144 texts after data refinement, conducted a frequency of emergence and central component analysis, and visualized the results with word cloud and N-gram. The frequency of appearance also generated matrices with the top 70 words, and a structural equivalent analysis was performed. The results were presented with network visualizations and dendrograms. Fashion, digital, and technology were the most frequently mentioned topics, and the frequencies of platform, digital transformation, and start-ups were also high. Through clustering, four clusters of marketing were formed using fashion, digital technology, startups, and augmented reality/virtual reality technology. Future research on startups and smart factories with technologies based on stable platforms is needed. The results of this study contribute to increasing the fashion industry's knowledge on digital fashion technology and can be used as a foundational study for the development of research on related topics.

An expanded Matrix Factorization model for real-time Web service QoS prediction

  • Hao, Jinsheng;Su, Guoping;Han, Xiaofeng;Nie, Wei
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권11호
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    • pp.3913-3934
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    • 2021
  • Real-time prediction of Web service of quality (QoS) provides more convenience for web services in cloud environment, but real-time QoS prediction faces severe challenges, especially under the cold-start situation. Existing literatures of real-time QoS predicting ignore that the QoS of a user/service is related to the QoS of other users/services. For example, users/services belonging to the same group of category will have similar QoS values. All of the methods ignore the group relationship because of the complexity of the model. Based on this, we propose a real-time Matrix Factorization based Clustering model (MFC), which uses category information as a new regularization term of the loss function. Specifically, in order to meet the real-time characteristic of the real-time prediction model, and to minimize the complexity of the model, we first map the QoS values of a large number of users/services to a lower-dimensional space by the PCA method, and then use the K-means algorithm calculates user/service category information, and use the average result to obtain a stable final clustering result. Extensive experiments on real-word datasets demonstrate that MFC outperforms other state-of-the-art prediction algorithms.

The Effect of Social Entrepreneurship in a Startup Company on Corporate Social Responsibility

  • JUNG, Kum-Jong;JEON, Byung-Hoon
    • 동아시아경상학회지
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    • 제10권1호
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    • pp.47-57
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    • 2022
  • Purpose - Overall social entrepreneurship has a positive effect on the organization's C.S.R. and overall growth. This study aims to identify the effects of social entrepreneurship in startup companies on corporate social responsibility by identifying gaps in the literature and providing feasible solutions to the gaps. Research design, Data, and methodology - The qualitative content analysis that was conducted by this research takes the form of two research designs. The first step to conducting a conceptual content analysis is to choose the level of analysis, specifically words, phrases, word sense and the second step is the relational content analysis by choosing the concept to be examined, only that the analysis entails examining the relationships between concepts Result - According to the investigation of numerous previous literature review, the current authors found out total six solutions and the application of suggested solutions indicated that the use of innovative models, startup organizations can gain a competitive edge against dominant competitors in their industry of operations, Conclusion - Finally, the conclusion of this research indicates through the use of innovative solution models, startup organizations can gain a competitive edge against dominant competitors in their industry of operations and startup companies may range from an increase in reputation to growth in profitability and entrepreneurs' satisfaction.

환경영향평가와 환경위험의 평가 (Environmental Impact Assessment and Evaluation of Environmental Risks)

  • Niemeyer, Adelbert
    • 환경영향평가
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    • 제4권3호
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    • pp.41-48
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    • 1995
  • In former times the protection of our environment didn't play an important role due to the fact that emissions and effluents were not considered as serious impacts. However, opinions and scientific measurements meanwhile confirmed that the impacts are more serious than expected. Thus measures to protect our earth has to be taken into consideration. A part of these measures in the Environmental Impact Assessment (EIA). One of the most important parts of the EIA is the collection of basic datas and the following evaluation. Experience out of the daily business of Gerling Consulting Group shows that the content of the EIA has to be revised and enlarged in certain fields. The historical development demonstrated that in areas in which the population and the industrial activities reached high concentration there is a high necessity to develop strict environmental laws and regulations. Maximum values of the concentration of hazardous materials were fixed concerning the emission into and water. Companies not following these regulations were punished. The total amount of environmental offences increased rapidly during the last decade, at least in Germany. During this development the public consciousness concerning environmental affairs increased as well in the industrialized countries. But it could clearly be seen that the development in the field of environmental protection went into the wrong direction. The technologies to protect the environment became more and more sophisticated and terms as: "state of the art" guided more and more to lower emissions, Filtertechnologies and wastewater treatment for example reached a high technical level-but all these sophisticated technologies has one and the same characteristic: they were end-of-the pipe solutions. A second effect was that this kind of environmental protection costs a lot of money. High investments are necessary to reduce the dust emission by another ppm! Could this be the correct way? In Germany the discussion started that the environmental laws reduce the attractivity to invest or to enlarge existing investments within the country. Other countries seem to be not so strict with controlling the environmental laws which means it's simply cheaper to produce in Portugal or Greece. Everybody however knows that this is not the correct way and does not solve the environmental problems. Meanwhile the general picture changes a little bit and we think it changes into the correct direction "End-of-the-pipe" solutions are still necessary but this word received a real negative touch and nobody wants to be brought into connection with this word received a real negative touch and nobody wants to be brought into connection with this word especially in connection with environmental management and safety. Modern actual environmental management starts in a different way. Thoughts about emissions start in the very beginning of the production, they start with the design of the product and modification of traditional modes of production. Basis of these ideas are detailed analyses of products and processes. Due to the above mentioned facts that the public environmental consciousness changed dramatically a continous environmental improvement of each single production plant has to be guarantied. This question is already an important question of the EIA. But it was never really checked in a wholistic approach. Environmental risks have to be taken into considerations during the execution of an EIA. This means that the environmental risks have to be reduced down to a capable risk-level. Environmental risks have to be considered within the phase of planning, during the operation of a plant and after shut down. The experience shows that most of the environmental relevant accidents were and caused by human fault. Even in highly protected plants the human risk-factor can not be excluded during evaluation of the risk-potential. Thus the approach of an EIA has to regard technical evaluations as well as organizational thoughts and the human factor. An environmental risk is a threat to the environment. An analysis of the risk concerning the organizational and human aspect however never was properly executed during an EIA. A possible solution could be to use an instrument as the actual EMAS (Environmental Management System) of the EC for more accurate evaluation of the impact to the environment during an EIA. Organizations or investors could demonstrate by an approved EMAS or even by showing their installment of EMAS that not only the technical level of the planned investment meets the requested standards but as well the actual or planned management is able to reduce the environmental impact down to a bearable level.

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