• 제목/요약/키워드: Co-Classification Analysis

검색결과 309건 처리시간 0.024초

단변량 분석과 LVF 알고리즘을 결합한 하이브리드 속성선정 방법 (A Hybrid Feature Selection Method using Univariate Analysis and LVF Algorithm)

  • 이재식;정미경
    • 지능정보연구
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    • 제14권4호
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    • pp.179-200
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    • 2008
  • 본 연구에서는 사례기반 추론 기법을 대상으로 효율성과 효과성을 함께 증진시킬 수 있는 속성선정 방법을 개발하였다. 기본적으로, 본 연구에서 개발한 속성선정 방법은 기존에 개발된 단변량 분석 방법과 LVF 알고리즘을 통합하는 것이다. 먼저, 단변량 분석 방법 중 선택효과를 사용하여 전체 속성 중에서 예측력이 우수하다고 판단되는 일부분의 속성들을 추려낸다. 이 속성들로부터 생성해낼 수 있는 모든 가능한 부분집합을 생성해낸 후에, LVF 알고리즘을 이용하여 이 부분집합들이 가지는 불일치 비율을 평가함으로써 최종적으로 속성 부분집합을 선정한다. 본 연구에서 개발한 속성선정 방법을 UCI에서 제공하는 데이터 집합들에 적용하여 성능을 측정한 후, 기존 기법의 성능들과 비교한 결과, 본 연구에서 개발된 속성선정 방법이 선정된 속성의 개수도 만족할만하고 적중률도 향상되어서, 효율성과 효과성 모두의 측면에서 우수함을 보였다.

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특허정보를 활용한 디지털 트윈 기술 동향 분석 및 기술융합기회 발굴 (Exploring Technology Development Trends and Discovering Technology Convergence Opportunities in the Digital Twin using Patent Information)

  • 유경영;송지훈
    • 한국산업융합학회 논문집
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    • 제26권3호
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    • pp.471-481
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    • 2023
  • Digital twin is considered as a key technology of industry 4.0, thus being essential for the future of industrial production. Despite the significance, a systematic analysis of its technological landscape is lacking. This study aims to investigate the technological development trends and newly emerging technological convergence opportunities in the domain of digital twin by exploiting patent information derived from U SPTO. For this purpose, this study visualized and predicted the convergence dynamics among patent classification codes by adopting patent co-classification analysis and link prediction approach. The findings show that the number of digital twin-related patent applications has increased significantly since 2018. The CPC code G06F showed the highest eigenvector centrality, while G05B was characterized by highest betweenness centrality. According to the predictive model, 41 novel links were revealed, acting as potential technology convergence opportunities. These links were then categorized into 11 different domains. The most dominant category was "digital data processing and artificial intelligence", which could play a foundational role in the diffusion of digital twin technology. The presence of digital twin technology is dominant in manufacturing, but its applications are expected to expand, including "climate change", "healthcare" and "aerospace engineering". The derived insights can support R&D managers and policy makers in formulating R&D strategies and directing future R&D investment decisions.

지식재산 전략유형별 R&D 특성분석과 지식재산로드맵 활용방안 (An Empirical Study to Support Intellectual Property Strategy Planning in Firms : The Use of Intellectual Property Roadmap)

  • 조찬우;이성주
    • 대한산업공학회지
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    • 제41권6호
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    • pp.559-571
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    • 2015
  • To strengthen competences, most of firms have co-operated with external partners. This increases the possibility of unexpected conflicts between firms due to the intellectual property litigation. A suitable intellectual property strategy for firms has to be developed to settle this issue. This study aims to analyze an utilization of intellectual property strategy in firms, and tries to suggest a concept of IP roadmap to support intellectual property strategy planning aligned with technology planning process. For the purposes, we derive five types of intellectual property strategy of firms using Korea Innovation Survey. Then, we explore significant affecting factors using a decision-tree and conduct in-depth analysis for them. Lastly, we suggest a concept of IP roadmap, which can be a supporting tool for developing intellectual property strategy in firms, based on analysis results.

의미분석 지식베이스를 위한 SENKOV 시스템의 구현 (Implementation of SENKOV System: A Knowledge Base for Semantic Analysis)

  • 문유진
    • 경영정보학연구
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    • 제2권2호
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    • pp.245-253
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    • 2000
  • The paper presents methodology and techniques for design and implementation of the SENKOV System based on the validation of set membership and dictionaries. And it performs verb concept classification available for establishing the selectional restriction relationships among adverbs and verbs. The paper is important in that it has made the first attempt at classifying Korean verb concepts for the semantic analysis. We select about 600 Korean verbs which are commonly used in the daily life, and implements the SENKOV System. According to results of the experiments, SENKOV has 44 top nodes and depth of average 2.35, and that it can be utilized to classify Korean verb concept for the selectional restrictions among adverbs and verbs.

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주파수에 따른 감쇠계수 변화량을 이용한 해저 퇴적물 특징 추출 알고리즘 (Seabed Sediment Feature Extraction Algorithm using Attenuation Coefficient Variation According to Frequency)

  • 이기배;김주호;이종현;배진호;이재일;조정홍
    • 전자공학회논문지
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    • 제54권1호
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    • pp.111-120
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    • 2017
  • 본 논문에서는 해저 퇴적물 분류를 위한 특징 추출 기법을 제안하고 검증한다. 기존 연구에서는 주파수의 영향이 없는 반사계수를 이용하여 퇴적물을 분류해 왔다. 그러나 해저 퇴적물의 음향 감쇠계수는 주파수의 함수이며 퇴적 성분에 따라 서로 다른 특성을 나타낸다. 따라서 주파수에 따른 감쇠계수 변화량을 이용하여 특징벡터를 생성하였다. 감쇠계수 변화량은 Chirp 신호에 의해 생성된 두 번째 층 반사신호를 이용하여 추정한다. Chirp 신호의 다중대역 특징이 다차원 벡터를 형성하기 때문에 기존의 방법에 비해 우수한 특성을 갖는다. 반사계수에 의한 분류 성능과 비교하기 위해 선형 판별 분석법 (LDA, Linear Discriminant Analysis)를 이용하여 차원을 축소하였다. Biot 모델을 이용하여 모의실험 환경을 구축하고 Fisher score와 MLD(Maximum Likelihood Decision)를 기반의 분류 정확도를 이용해 제안된 특징을 평가하였다. 그 결과, 제안된 특징은 반사계수에 비해 높은 변별력을 보이며, 측정 및 깊이 추정오차에도 강인한 특성을 보였다.

ANALYTICAL APPLICATIONS OF NEW PORTABLE NEAR INFRARED (NIR) SPECTROMETER SYSTEM

  • Ahn, Jhii-Weon;Kang, Na-Roo;Lim, Hung-Rang;Lee, Jung-Hun;Woo, Young-Ah;Kim, Hyo-Jin
    • 한국근적외분광분석학회:학술대회논문집
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    • 한국근적외분광분석학회 2001년도 NIR-2001
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    • pp.1122-1122
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    • 2001
  • A compact and handhold near infrared (NIR) system using microspectrometer was developed. This system was suitable not only in the laboratory, but also in the field or in the process. This system was first applied for classification of geographical origin of herbal medicine such as ginseng and sesame. To identify the origin of ginseng on site, the portable NIR system is more suitable for real field application. For this study, using the compact NIR system, soft independent modeling of class analogies (SIMCA) with 1100-1750 nm NIR spectra was utilized for classification of geographical origin (Korea and China) of both ginseng and sesame. The accuracy of results is more than 90%. Quantitative analysis for petroleum such as toluene, benzene, tri-methyl benzene, and ethyl benzene was performed with partial least squares (PLS) regression with NIR 1100-1750 nm spectra. This study showed that the NIR method and gas chromatography (GC), which is a standard method, have good correlations. Furthermore, the ash content of Cornu Cervi Parvum was analyzed and the accuracy was confirmed by the developed compact NIR system.

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Assessment of Land Cover Changes from Protected Forest Areas of Satchari National Park in Bangladesh and Implications for Conservation

  • Masum, Kazi Mohammad;Hasan, Md. Mehedi
    • Journal of Forest and Environmental Science
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    • 제36권3호
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    • pp.199-206
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    • 2020
  • Satchari National Park is one of the most biodiverse forest in Bangladesh and home of many endangered flora and fauna. 206 tons of CO2 per hectare is sequestrated in this national park every year which helps to mitigate climate issues. As people living near the area are dependent on this forest, degradation has become a regular phenomenon destroying the forest biodiversity by altering its forest cover. So, it is important to map land cover quickly and accurately for the sustainable management of Satchari National Park. The main objective of this study was to obtain information on land cover change using remote sensing data. Combination of unsupervised NDVI classification and supervised classification using maximum likelihood is followed in this study to find out land cover map. The analysis showed that the land cover is gradually converting from one land use type to another. Dense forest becoming degraded forest or bare land. Although it was slowed down by the establishment of 'National Park' on the study site, forecasting shows that it is not enough to mitigate forest degradation. Legal steps and proper management strategies should be taken to mitigate causes of degradation such as illegal felling.

대출업무 자동화를 위한 시스팀설계에 관한 연구 (System Analysis for the Automated Circulation)

  • 김광영
    • 한국비블리아학회지
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    • 제4권1호
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    • pp.85-102
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    • 1980
  • Accepting the necessity for maintaining the objectives of the existing circulation system, the computer-based system could be designed by the system analyst and librarians to gain a variety of improvements in the maintenance, accessibility of circulation records and more meaningful statistical records. If the terminal can be operated on-line, then this circulation data is transmitted directly to the computer, where it may update to the circulation file immediately or alternatively be kept in direct access file for updating in batch mode. on-line system in the circulation operations is "data-collection system" and "Bar-coded label system" Bar-coded label system is simple, quick, and error-free input of data. Attached to CRT terminal is a "light pen" which is hand held and will read a bar-coded label as the pen is passed over the labels (one affixed to the book itself, other carried on the borrower cards). Instantaneously the data concerning transaction is stored in the central mini-computer. It is useful, economical for us to co-operate many libraries in Korea and design borrower's ID code, book no., classification code in the Bar-coded label system by the members of the computer center and the library staff at every stage. As for book loan, the borrowers ID code, book number and classification code are scanned by the bar-code scanner or light pen and the computer decides whether to loan and store the data. The visual display unit shows the present status of a borrowers borrowing and decides whether borrower can borrow.

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FQDN과 개인화 격리 처리를 이용한 정크메일 차단 시스템의 구현 및 평가 (An Implementation and Evaluation of Junk Mail Filtering System to use the FQDN Check and personalized Quarantine Process)

  • 김성찬;전문석;천준호
    • 정보보호학회논문지
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    • 제16권6호
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    • pp.3-13
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    • 2006
  • 초고속 인터넷 망의 확충으로 인터넷을 이용한 정보전달이 보편화되고, 전자우편은 많은 양의 자료를 빠르고 편리하게 송수신 할 수 있는 가장 보편적인 통신 수단이 되었다. 하지만 정크메일의 수신빈도와 그로 인한 피해가 갈수록 높아져 그 문제가 심각한 수준에 이르게 되었다. 더구나 근래의 정크메일은 시스템을 공격하기 위한 바이러스나 해킹 도구를 전파하는 수단으로 이용되어 컴퓨터 침해 사고의 심각한 원인으로 지적되고 있다. 따라서 본 연구에서는 실제 상황에서 유입되는 정크메일의 로그 분석을 통하여 그 특징을 분석한 후 FQDN 확인과 개인별 격리처리를 이용한 차단 시스템을 구현하였고 성능을 평가하였다.

광학적 수형의 디지털 시각화를 이용한 수색분석 (Analyzing Optical Water Type Using Digital Visualization)

  • 최석진;황성일
    • 한국수산과학회지
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    • 제56권6호
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    • pp.923-929
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    • 2023
  • This study investigated the optical characterization of water types based on Jerlov's classification, employing the CIE colorimetric system. Digital visualization techniques were applied to articulate watercolor manifestations intuitively. The L* luminance parameter exhibited a discernible reduction from optical water type I III and from type 1 to 9, registering a range between 66 and 84. Analysis of color attributes in each optical water type revealed that in the transition from type I to III, the color a* values spanned from -7.43 to -8.32, while color b* values ranged from -2.97 to -3.33. a* values for optical water types 1 to 9 varied between -6.28 and -10.50, with corresponding b* values ranging from -2.51 to -4.20. Consequently, optical water type I, IA, IB, II, and III were discretely categorized by independent color values, as were optical water types 1, 3, 5, 7, and 9. The digitized representation of watercolor in this inquiry facilitated comprehensive information asso,o;atopm. The study highlights limitations in Jerlov's classification for representing watercolors in different ocean conditions. It emphasized the need to collect color data from various marine areas and formulate a novel color standard or method for comparing colors.