• 제목/요약/키워드: Regional Classification

검색결과 427건 처리시간 0.026초

머신러닝을 이용한 과학기술 문헌에서의 지역명 식별과 분류방법에 대한 성능 평가 (Performance Assessment of Machine Learning and Deep Learning in Regional Name Identification and Classification in Scientific Documents)

  • 이정우;권오진
    • 한국전자통신학회논문지
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    • 제19권2호
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    • pp.389-396
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    • 2024
  • 생성형 AI는 최근 모든 분야에서 활용되고 있으며, 심층 데이터 분석 분야에서도 전문가를 대체할 수준으로 발전하고 있다. 그러나 과학기술 문헌에서의 지역명 식별은 학습 데이터의 부족과 이에 따른 인공지능 모델을 적용한 사례가 전무한 실정이다. 본 연구는 Web of Science에서 한국 기관 소속 저자들의 주소 데이터를 활용해 지역명을 분류하기 위한 데이터셋을 구축하고, 머신러닝 및 딥러닝 모델의 적용을 실험 및 평가했다. 실험 결과 BERT 모델이 가장 우수한 성능을 보였으며, 광역 분류에서는 정밀도 98.41%, 재현율 98.2%, F1 점수 98.31%를 기록하였다. 시군구 분류에서는 정밀도 91.79%, 재현율 88.32%, F1 점수 89.54%를 달성하였다. 이 결과는 향후 지역 R&D 현황, 지역 간 연구자 이동성, 지역 공동 연구 등 다양한 연구의 기반 데이터로 활용이 가능하다.

문헌분류법에서의 지역구분에 관한 연구 (A Study on the Structure of Geographical Division in Library Classification System)

  • 남태우;백혜경;이형미;정수진
    • 한국도서관정보학회지
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    • 제39권4호
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    • pp.189-214
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    • 2008
  • 본 연구는 현 KDC 4판의 지역구분체계가 가지는 문제점을 지적하고 이에 대한 개선방안을 마련하는 데 그 목적이 있다. 이를 위해 주요 분류법들을 십진과 비십진으로 나누어 각각의 분류법에서 채택한 지역구분 원칙에 대해 분석하였으며, 아울러 한국, 미국, 일본의 국가기관에서 채택한 지역구분 기준에 대해 조사하였다. 이와 같은 분석 결과를 바탕으로 KDC 4판 한국지역구분표의 개선안을 도출하였다. 또한 국민편의를 위해 마련된 공공기관의 행정구역분류체계와의 연관성 및 일관성 유지 방안과 아울러 행정지리에 의한 구분 이외의 다양한 지리현상을 반영한 추가적인 지역구분기준의 마련 방안을 제시하였다.

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Efficient Classification of High Resolution Imagery for Urban Area

  • Lee, Sang-Hoon
    • 대한원격탐사학회지
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    • 제27권6호
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    • pp.717-728
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    • 2011
  • An efficient method for the unsupervised classification of high resolution imagery is suggested in this paper. It employs pixel-linking and merging based on the adjacency graph. The proposed algorithm uses the neighbor lines of 8 directions to include information in spatial proximity. Two approaches are suggested to employ neighbor lines in the linking. One is to compute the dissimilarity measure for the pixel-linking using information from the best lines with the smallest non. The other is to select the best directions for the dissimilarity measure by comparing the non-homogeneity of each line in the same direction of two adjacent pixels. The resultant partition of pixel-linking is segmented and classified by the merging based on the regional and spectral adjacency graphs. This study performed extensive experiments using simulation data and a real high resolution data of IKONOS. The experimental results show that the new approach proposed in this study is quite effective to provide segments of high quality for object-based analysis and proper land-cover map for high resolution imagery of urban area.

지역규모 장거리 대기오염 이동물질의 환경영향평가를 위한 종관기상 조건의 분류 (Classification of Synoptic Meteorological Patterns for the Environmental Assessment of Regional-scale Long Range Transboundary Air Pollutants)

  • 김철희;손혜영;김지아;안태건
    • 환경영향평가
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    • 제16권1호
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    • pp.89-98
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    • 2007
  • In order to conduct the environmental assessment of long range transboundary air pollutants over East Asia, the moving pathways of air pollutants are of great importance, which are depending upon the meteorological weather patterns. Therefore regional scale modeling study requires the identified geopotential height distribution patterns to deal with behaviors of long range transport air pollutants for the effective long term atmospheric environmental assessment. In this study the synoptic meteorological classification using cluster analysis technique over Northeast Asia, and its previous applications of the regional scale air pollutant modeling studies were reviewed and summarized in detail. Other synoptic meteorological characteristics over Korean peninsula are also discussed.

위성영상을 이용한 토지이용 변화 검색기법 비교연구 (Comparison of Land Use Change Detection Methods with Satellite Image)

  • 박순호;김우관
    • 한국지역지리학회지
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    • 제5권1호
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    • pp.137-150
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    • 1999
  • 우리나라에서 위성자료를 이용한 토지이용에 관한 연구는 현황분석이 중심이고, 토지이용 변화에 관한 연구는 분석기법에 대한 적실성 평가 없이 특정기법이 적용되어 왔다. 본 연구는 도시지역의 토지이용 변화 검색에 많이 활용되고 있는 다섯 가지 토지이용 변화 검색기법을 선정하여 대구광역시 북구를 사례로 각 검색기법의 정확도를 비교 분석하였다. 핵심데이터는 1994년과 1997년에 촬영한 Landsat TM영상과 항공사진이다. 위성자료를 이용한 토지이용 변화검색에는 pre-classification comparison method가 post-classification comparison method보다 효과적이었다. Pre-classification comparison methods 중에서는 image differencing method가, 특히 임계치 1.0에서의 image differencing method의 DIF2 변화이미지의 경우가 가장 정확도가 높게 나타났다.

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An Adjustment for a Regional Incongruity in Global land Cover Map: case of Korea

  • Park Youn-Young;Han Kyung-Soo;Yeom Jong-Min;Suh Yong-Cheol
    • 대한원격탐사학회지
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    • 제22권3호
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    • pp.199-209
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    • 2006
  • The Global Land Cover 2000 (GLC 200) project, as a most recent issue, is to provide for the year 2000 a harmonized land cover database over the whole globe. The classifications were performed according to continental or regional scales by corresponding organization using the data of VEGETATION sensor onboard the SPOT4 Satellite. Even if the global land cover classification for Asia provided by Chiba University showed a good accuracy in whole Asian area, some problems were detected in Korean region. Therefore, the construction of new land cover database over Korea is strongly required using more recent data set. The present study focuses on the development of a new upgraded land cover map at 1 km resolution over Korea considering the widely used K-means clustering, which is one of unsupervised classification technique using distance function for land surface pattern classification, and the principal components transformation. It is based on data sets from the Earth observing system SPOT4/VEGETATION. Newly classified land cover was compared with GLC 2000 for Korean peninsula to access how well classification performed using confusion matrix.

지점 및 지역빈도분석에 의한 설계강우량의 추정 (Estimation of Design Rainfall derived by At-site and Regional Frequency Analysis)

  • 류경식;이순혁;맹승진
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2004년도 학술발표회
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    • pp.318-322
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    • 2004
  • This study was conducted to derive the regional design rainfall by the regional frequency analysis based on the regionalization of the precipitation. For the estimation of the regional design rain(all, classification of the climatologically and geographically homogeneous regions should be preceded preferentially The optimal regionalization of the precipitation data were classified by the above mentioned conditions for all over the regions except Jeju and Ulleung islands in Korea. Relative root mean square error(RRMSE), relative bias(RBIAS) and relative reduction(RR) in RRMSE for the design rainfall were computed and compared between the regional and at-site frequency analysis. Consequently, optimal design rainfalls following the classified regions and consecutive durations were derived by the regional frequency analysis using GEV distribution which was identified to be more optimal one than the other applied distributions.

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Co-creation 실행 단계에 따른 Value Co-creation 유형 : 지역브랜드를 중심으로 (Value Co-creation Types according to Co-creation Execution Phase : Focusing on Regional Brand)

  • 류안영;손원준
    • 한국멀티미디어학회논문지
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    • 제24권3호
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    • pp.481-493
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    • 2021
  • Regional brands are recognized for their importance as one of the local public relations policies, but only the methods promoted by local government officials and outside experts are revealing limitations in self-reliance and sustainability. In order for a regional brand to succeed, it is necessary to develop and manage a brand that fits the characteristics of the region together with various stakeholders including residents. In this study, it was confirmed that regional brand evaluation indicators may vary depending on the stage of co-creation in the design process for regional brand development, and the type of value co-creation was determined through a classification method using the results of the evaluation index. According to the results of the study, the type of value co-creation that fits the local situation and characteristics can be derived by adjusting the stage of co-creation execution in the design process.