• Title/Summary/Keyword: 범주

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Developing a Text Categorization System Based on Unsupervised Learning Using an Information Retrieval Technique (정보검색 기술을 이용한 비교사 학습 기반 문서 분류 시스템 개발)

  • Noh, Dae-Wook;Lee, Soo-Yong;Ra, Dong-Yul
    • Annual Conference on Human and Language Technology
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    • 2006.10e
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    • pp.98-106
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    • 2006
  • 문서분류기의 개발에 있어 교사학습기법을 이용할 경우 많은 양의 사람에 의한 범주 부착 말뭉치가 필요하다. 그러나 이의 구축은 많은 시간과 노력을 필요로 한다. 최근 이러한 범주 부착 말뭉치 대신 원시말뭉치와 범주마다 약간의 씨앗 정보를 이용하여 학습을 수행하여 문서분류기를 개발하는 방법론이 제시되었다. 본 논문에서는 이 방법론 하에서 다른 연구에서의 결과보다 좋은 성능을 나타내는 비교사 학습 기법을 소개한다. 본 논문에서 제시하는 기법의 특징은 씨앗 단어에서 출발하여 평균상호정보를 이용하여 다른 대표단어 및 그들의 가중치를 학습한 다음, 정보검색에서 많이 사용하는 기술을 이용하여 그 가중치를 갱신하는 것이다. 그리고 이 과정을 반복 수행하여 최종적으로 높은 성능의 시스템을 개발할 수 있음을 제시하였다.

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A Rating System on Movie Reviews using the Emotion Feature and Kernel Model (감정자질과 커널모델을 이용한 영화평 평점 예측 시스템)

  • Xu, Xiang-Lan;Jeong, Hyoung-Il;Seo, Jung-Yun
    • Annual Conference on Human and Language Technology
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    • 2011.10a
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    • pp.37-41
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    • 2011
  • 본 논문에서는 최근 많은 관심을 받고 있는 Opinion Mining으로서 사용자들의 자연어 형태의 영화평 문장을 분석하여 자동으로 평점을 예측하는 시스템을 제안한다. 제안 시스템은 영화평 분석에 적합한 어휘 자질, 감정 자질, 가치 자질 및 기타 자질들을 추출하고, 10점 척도의 영화평의 평점을 10개의 범주로 가정하여, 커널모델인 다중 범주 Support Vector Machine (SVM) 모델을 이용하여 높은 성능으로 영화평의 평점을 범주 분류한다.

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An Analysis of Responses to the Users Demand Appearing on the Homepage of Theological Seminary Libraries (신학대학도서관 홈페이지 게시판에 나타난 이용자 요구와 도서관 수용에 관한 연구)

  • 조인숙;김영미
    • Journal of the Korean BIBLIA Society for library and Information Science
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    • v.14 no.1
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    • pp.91-106
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    • 2003
  • According to analysis of responses to the user's demand of theological seminary libraries, the best category of demands is ‘Circulations’ and acceptancy is ‘Electroic Collections.’And the highest type of acceptancy is ‘Improvement of Services.’It is necessary to raise the current acceptancy rate of 49.6% up to 70∼80% which leads to high level of user satisfaction in the university libraries.

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On Characteristics of Word Embeddings by the Word2vec Model (Word2vec 모델의 단어 임베딩 특성 연구)

  • Kang, Hyungsuc;Yang, Janghoon
    • Proceedings of the Korea Information Processing Society Conference
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    • 2019.05a
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    • pp.263-266
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    • 2019
  • 단어 임베딩 모델 중 현재 널리 사용되는 word2vec 모델은 언어의 의미론적 유사성을 잘 반영한다고 알려져 있다. 본 논문은 word2vec 모델로 학습된 단어 벡터가 실제로 의미론적 유사성을 얼마나 잘 반영하는지 확인하는 것을 목표로 한다. 즉, 유사한 범주의 단어들이 벡터 공간상에 가까이 임베딩되는지 그리고 서로 구별되는 범주의 단어들이 뚜렷이 구분되어 임베딩되는지를 확인하는 것이다. 간단한 군집화 알고리즘을 통한 검증의 결과, 상식적인 언어 지식과 달리 특정 범주의 단어들은 임베딩된 벡터 공간에서 뚜렷이 구분되지 않음을 확인했다. 결론적으로, 단어 벡터들의 유사도가 항상 해당 단어들의 의미론적 유사도를 의미하지는 않는다. Word2vec 모델의 결과를 응용하는 향후 연구에서는 이런 한계점에 고려가 요청된다.

A Study on Public Library User's Word-of-Mouth Behavior & Content (공공도서관 이용자의 구전 행위 및 내용 연구)

  • Song, Min-Sun;Kim, Mi-Rae
    • Proceedings of the Korean Society for Information Management Conference
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    • 2013.08a
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    • pp.163-166
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    • 2013
  • 본 연구는 공공도서관 이용자들을 대상으로 실제 도서관 이용과 관련한 구전행위가 어떤 내용으로 어떻게 이루어지고 있는지 대해 알아보고자 하였다. 이를 위해 서울 소재 공공도서관 한 곳을 주 1회 이상 정기적으로 이용하는 20-40대 이용자들을 대상으로 심층 면접을 통해 자료를 수집하고, 근거 이론 방법을 적용해 데이터를 분석하였다. 그 결과, 총 130개 개념과 58개의 하위범주, 그리고 17개의 범주가 도출되었고, 도서관 서비스 이용에서 구전으로 이어지는 일련의 과정은 '도서관 인지-도서관 서비스 이용 및 경험-도서관에 대한 구전 행위-구전 행위에 따른 결과'의 네 단계로 정리해 볼 수 있었다. 본 연구에서 도출된 핵심범주는 '나에게는 가깝지만 같이 소통하기에는 어려운 도서관'으로써, 평소 도서관과 관련된 것들에 관심이 많은 이용자들에게는 도서관이 가깝고 친근한 시설이지만 대다수의 일반인들에게는 구전을 통한 소통과 이해가 어려운 장소로 인식되는 것으로 나타났다.

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A Study on Detection Methodology for Influential Areas in Social Network using Spatial Statistical Analysis Methods (공간통계분석기법을 이용한 소셜 네트워크 유력지역 탐색기법 연구)

  • Lee, Young Min;Park, Woo Jin;Yu, Ki Yun
    • Journal of Korean Society for Geospatial Information Science
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    • v.22 no.4
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    • pp.21-30
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    • 2014
  • Lately, new influentials have secured a large number of volunteers on social networks due to vitalization of various social media. There has been considerable research on these influential people in social networks but the research has limitations on location information of Location Based Social Network Service(LBSNS). Therefore, the purpose of this study is to propose a spatial detection methodology and application plan for influentials who make comments about diverse social and cultural issues in LBSNS using spatial statistical analysis methods. Twitter was used to collect analysis object data and 168,040 Twitter messages were collected in Seoul over a month-long period. In addition, 'politics,' 'economy,' and 'IT' were set as categories and hot issue keywords as given categories. Therefore, it was possible to come up with an exposure index for searching influentials in respect to hot issue keywords, and exposure index by administrative units of Seoul was calculated through a spatial joint operation. Moreover, an influential index that considers the spatial dependence of the exposure index was drawn to extract information on the influential areas at the top 5% of the influential index and analyze the spatial distribution characteristics and spatial correlation. The experimental results demonstrated that spatial correlation coefficient was relatively high at more than 0.3 in same categories, and correlation coefficient between politics category and economy category was also more than 0.3. On the other hand, correlation coefficient between politics category and IT category was very low at 0.18, and between economy category and IT category was also very weak at 0.15. This study has a significance for materialization of influentials from spatial information perspective, and can be usefully utilized in the field of gCRM in the future.

The Influence of Internal And External Virtuous Behaviors on Job Performance: Focusing on the creating research model for the virtuous behaviors through qualitative research (내적·외적 미덕적 행위가 업무성과에 미치는 영향 - 질적 연구를 통한 연구모형 개발을 중심으로 -)

  • Ko, Sung-Hoon;Moon, Tae-Won
    • Management & Information Systems Review
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    • v.34 no.4
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    • pp.31-66
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    • 2015
  • The purpose of this research is to examine that internal virtue (i.e. virtue between organizational members) and external virtue (i.e. virtue between organizational members and external members) positively associate with job performance when considering organizational identification, positive work-related identity, affective commitment, emotional exhaustion, and collective self-esteem as mediators. Virtue in organization has received attention as critical attribute of positive organizational scholarship. Cameron(2003) defined the study of virtue as a study of the capacity, attributes, and reserve in organization that facilitates the expression of positive deviance among organization member. In addition, this study contributes to the qualitative investigation on how internal giving virtue (i.e. the employees' virtue for their organization), internal receiving virtue (i.e. virtue employees receive from their organization), external giving virtue (i.e. the organization's virtue for society), and external receiving virtue (i.e. virtue the organization receives from society), used as independent variables, influence job performance after creating research model for the four virtuous behaviors through qualitative research. Therefore, this research contributes to the creation of research model for virtuous behaviors within organizations and virtuous behaviors with external members through qualitative study and sheds light on how these variables influence job performance by virtue of qualitative research.

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Comparison of Retained Activity Level according to Activity Areas of the Elderly (노인의 일상 활동 범주에 따른 활동 보유 수준 비교)

  • Paik, Young-Rim
    • The Journal of Korean society of community based occupational therapy
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    • v.9 no.2
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    • pp.1-12
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    • 2019
  • Objective : The purpose of this study is to measure the level of activity possessed by the daily activities of the elderly. In addition, we attempted to compare the differences in the categories of daily activities. Methods : We used K-ACS to evaluate 30 older people who engaged in economic activity living in community, 30 older people who did not have economic activity living in community, and 30 older people living in facility. We compared the level of activity retention. Results : There was a significant difference of level of activity retention according to the daily activity category of the subjects(p <.001). There was a difference in the instrumental activities according to the category of each activity, while the three groups showed similar patterns in leisure activities and social activities. In particular, all three groups were most likely to rest and watch television in the leisure activities, so the leisure activities of the elderly in Korea were very limited. Among the general characteristics, it was analyzed that there was a correlation between the activity, the marital status, the religion and the cognitive level. Conclusion : According to the daily activities category of the elderly, there was a difference in level of activity retention and the characteristics of daily activities correlated with the activities of the elderly. This suggests that it may be a basic data for establishing a client - centered intervention plan by considering the characteristics affecting daily living and level of activity retention of the elderly in the occupational therapy.

Exploratory Study on the Phenomenon of Technology Transfer in Livestock Industry Based on the Grounded Theory Approach: Backward Linkage Industries in Livestock Industry (근거이론 접근법을 이용한 축산업분야 기술이전현상에 관한 탐색연구: 후방연관산업을 중심으로)

  • Seol, Byung Moon;Park, Jong Bok
    • Asia-Pacific Journal of Business Venturing and Entrepreneurship
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    • v.11 no.1
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    • pp.97-108
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    • 2016
  • The competition between countries became internationalized in the market. However, a situation in which globalization is concerned is important to domestic corporates. Corporate strategy to survive in the domestic market are also juggling the limit of survival. Technology transfer and commercialization at this point has important implications now. The same applies to the national level. Public-to-private technology transfer has been more important, in order to overcome the international competitions. Although various studies have been made to promote technology transfer, in the livestock sector rarely attempted. Taking into account that few previous research and theory development has been achieved, the paper explored the technology transfer phenomenon in the sector employing the grounded theory approach by Strauss & Corbin(1998). Corporates that licensed in technologies through the Foundation of Agri. Tech. Commercialization & Transfer, were targeted as informants or interviewees. Finally, eight informants were selected sequentially utilizing theoretical sampling technique to the saturation point. As the result of open coding and axial coding of the interview data using NVivo10 by QSR International, 77 concepts, 20 sub-categories, and 7 categories were derived while paradigm model was established. Through selective coding, 'the factors affecting technology transfer in livestock sector' was identified as core category. The story line about the core category was developed based on four main categories. Finally, it is expected that the concepts, categories, and the relationship between them can be an important basis for further research.

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Neural Substrates of Picture Encoding: An fMRI Study (그림의 부호화 과정과 신경기제 : fMRI 연구)

  • 강은주;김희정;김성일;나동규;이경민;나덕렬;이정모
    • Korean Journal of Cognitive Science
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    • v.13 no.1
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    • pp.23-40
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    • 2002
  • This study is to examine brain regions that are involved in picture encoding in normal adults using fMRI methods. In Scan 1, the picture encoding was studied during a semantic categorization task in comparison with word. In Scan 2 task type effects were studied both during a picture naming task and during a semantic categorization task with pictures. Subjects were asked to make decision either by pressing a mouse button (Scan 1) or by responding subvocally (naming or saying yes/no) (Scan 2). Regardless of stimulus type, left prefrontal, bilateral occipital, and parietal activations were observed during semantic processing in comparison with fixation baseline. Processing of word stimulus relative to picture resulted in activations in prefrontal and parieto-temporal regions in the left side while that of picture stimulus relative to word resultd in activations in bilateral extrastriatal visual cortices and parahippocampal regions. In spite of the same task demands, stimulus-specific information processings were involved and mediated by different neural substrates; the word encoding was associated with more semantic/lexical processings than pictures and the picture processing associated with more perceptual and novelty related information processings than word. Activations of dorsal part of inferior prefrontal region, i.e., Broca's areas were found both during the picture naming and during the semantic tasks subvocally performed Especially, during the picture naming task, greater occipital activations were found bilaterally relative to the semantic categorization task. indicating a possibility that greater and higher visual processing was involved in retrieving the name referred by picture stimuli.

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