• 제목/요약/키워드: Entity Association Network

검색결과 9건 처리시간 0.02초

개체연관망 모델에 의한 오피니언마이닝의 확장 (Expansion of Opinion Mining based on Entity Association Network Model)

  • 김근형
    • 정보처리학회논문지D
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    • 제18D권4호
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    • pp.237-244
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    • 2011
  • 오피니언마이닝은 대량의 온라인 고객리뷰에서 상품이나 서비스의 속성들에 대한 고객들의 주관적 의견을 긍정과 부정으로 분류하여 요약한다. 그러나, 고객들의 관심사항은 주관적 의견뿐만 아니라 객관적 사실을 통해서도 표현되기 때문에 주관적 의견만을 주요 분석대상으로 하는 기존 오피니언마이닝 기법을 확장할 필요가 있다. 본 논문에서는 주관적 의견뿐만 아니라 객관적 사실도 분석대상으로 하는 개체연관망 모델을 사용하여 기존 오피니언마이닝의 분석능력을 확장한다. 개체연관망 모델은 각 개체에 대한 긍정부정 정도를 표현할 뿐만 아니라 개체들 사이의 연관관계와 상대적 중요성을 나타낼 수 있다. 시스템 구현 결과, 개체연관망 모델에 기반한 오피니언마이닝시스템은 기존 기법에 비하여 보다 풍부한 정보를 추출할 수 있음을 확인하였다.

Study on the Anti-hypertension mechanism of Prunella Vulgaris based on entity grammar systems

  • Du, Li;Li, Man-man;Zhang, Bai-Xia;He, Shuai-Bing;Hu, Ya-Nan;Wang, Yun
    • 셀메드
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    • 제5권4호
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    • pp.27.1-27.6
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    • 2015
  • Literatures and experimental studies have shown that Prunella has an effect on anti-hypertension, however, its components are complicated, so that it is still difficult to clear the specific roles of its various components in blood pressure regulation in. So we decide to systematically study the anti-hypertension mechanism of Prunella. We integrated multiple databases and constructed molecular interaction network between the chemical constituents of Prunella Vulgaris and hypertension based on entity grammar systems model. The network has 262 nodes and 802 edges. Then we infer the interactions between chemical compositions and disease targets to clarify the anti-hypertension mechanism. Finally, we found Prunella could influence hypertension by regulating apoptosis, cell proliferation, blood vessel development and vasoconstriction, etc. Thus this study provides reference for drug development and compatibility, and also gives guidance for health care at a certain extent.

Encoding Dictionary Feature for Deep Learning-based Named Entity Recognition

  • Ronran, Chirawan;Unankard, Sayan;Lee, Seungwoo
    • International Journal of Contents
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    • 제17권4호
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    • pp.1-15
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    • 2021
  • Named entity recognition (NER) is a crucial task for NLP, which aims to extract information from texts. To build NER systems, deep learning (DL) models are learned with dictionary features by mapping each word in the dataset to dictionary features and generating a unique index. However, this technique might generate noisy labels, which pose significant challenges for the NER task. In this paper, we proposed DL-dictionary features, and evaluated them on two datasets, including the OntoNotes 5.0 dataset and our new infectious disease outbreak dataset named GFID. We used (1) a Bidirectional Long Short-Term Memory (BiLSTM) character and (2) pre-trained embedding to concatenate with (3) our proposed features, named the Convolutional Neural Network (CNN), BiLSTM, and self-attention dictionaries, respectively. The combined features (1-3) were fed through BiLSTM - Conditional Random Field (CRF) to predict named entity classes as outputs. We compared these outputs with other predictions of the BiLSTM character, pre-trained embedding, and dictionary features from previous research, which used the exact matching and partial matching dictionary technique. The findings showed that the model employing our dictionary features outperformed other models that used existing dictionary features. We also computed the F1 score with the GFID dataset to apply this technique to extract medical or healthcare information.

Governance Structures to Facilitate Collaboration of Higher Education Institutions (HEIs) and Science &Technology Parks

  • Kang, Byung-Joo
    • World Technopolis Review
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    • 제5권2호
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    • pp.108-118
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    • 2016
  • There are very few studies on governance structure for the collaboration between HEIs and science and technology parks until today. Major activities between science parks and HEIs are R&D activities, collaborative researches, technology transfer, space provision for BIs and Technology BIs in the science parks, provision of technical, legal and financial services for start-ups and venture firms. Governance structure for the collaboration of high education institutes with science and technology parks is the handling of complexity and management of dynamic flows of collaboration between two groups. Three models on the governance structure for the collaboration are suggested in this study. The first model is a governance structure that links R&D system such as universities, public research institutes and private research institutes with industrial production cluster such as a group of companies and industrial parks. The second model is a governance structure that has four layers of hierarchy. This hierarchical governance model is composed of four levels of organizations such as central government, three actors, one center for collaboration and many individual research performers. The third model is a governance structure that networks all the stakeholders horizontally. Under this structure, governance is conducted by the network members with no separate and unique governance entity.

Mobile IPv4에서 VPN 게이트웨이 통과를 위한 AAA 기반의 인증 방법 (Authentication Method based on AAA to Traverse the VPN Gateway in Mobile IPv4)

  • 김미영;문영성
    • 한국통신학회논문지
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    • 제32권4B호
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    • pp.191-199
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    • 2007
  • 이동 노드가 홈 망을 벗어나 이동하는 경우 현재 위치 정보를 홈 에이전트로 등록해야 한다, 그러나 이동 노드의 홈 에이전트가 홈 망의 VPN 게이트웨이에 의해 보호되고 외부로부터의 비 인가된 엑세스가 차단되는 경우 이동 노드는 등록 절차를 성공적으로 실행할 수 없는데 이는 이동 노드가 외부 망으로부터 얻은 임시 주소(CoA)와 홈 망의 보안 정책간의 보안 협약(SA)의 부재로 인해 바인딩 등록 메시지는 VPN(Virtual Private Network) 게이트웨이에 의해 차단되기 때문이다. 이 논문은 인터넷에 존재하는 Mobile IPv4 사용자가 VPN 게이트웨이에 의해 보호되는 인트라넷을 엑세스할 수 있도록 AAA 인프라 구조를 사용한 인증 및 키 교환 방법을 제시한다. 각 에이전트나 릴레이 엔티티를 위한 인증 및 터널 처리를 정의함으로써 이동 중인 노드가 안전한 방법으로 VPN 내부의 홈 에이전트로의 바인딩 등록 절차를 하였고, 이동 및 트래픽 특성에 따른 인증 비용 항목에 대해 일반적인 방식과 제안 방식을 비교하였는데 최대 40% 성능향상을 보였다.

GAM: 대형 통신 시스템을 위한 위험도 예측 모델 (GAM: A Criticality Prediction Model for Large Telecommunication Systems)

  • 홍의석
    • 컴퓨터교육학회논문지
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    • 제6권2호
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    • pp.33-40
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    • 2003
  • 소프트웨어 개발 초기 단계의 문제점이 개발 후반부 산물의 품질에 심각한 영향을 미치기 때문에 설계 명세를 이용하여 결함경향성이 많은 부분을 예측하는 위험도 예측 모델은 전체 시스템 개발비용을 낮추는 데 중요한 역할을 하고 있으며, 이러한 예측 모델은 결과 산물이 매우 크고 실행 정확성이 요구되는 통신 소프트웨어 같은 실시간 시스템 설계에 더욱 필요하다. 판별분석, 인공신경망, 분류트리 등의 기법들을 이용한 모델들이 제안되었으나 이들은 결과에 대한 원인 분석의 어려움, 낮은 확장성 등의 문제점들을 지니고 있었다. 본 논문에서는 유전자 알고리즘을 이용한 새로운 모델인 GAM을 제안한다. GAM은 위험도 함수를 만들어 내므로 기존의 분류 모델들과는 다르게 설계 개체의 위험도 비교에도 사용가능하다. 여러 내부 특성들과 예측 정확도 비교를 통해 GAM을 잘 알려진 예측 모델인 역전파 신경망 모델(BPM)과 비교하였다.

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황우석과 파스퇴르 그리고 ANT (Hwang Woo-Suk, Pasteur and ANT)

  • 강윤재
    • 과학기술학연구
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    • 제7권1호
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    • pp.67-90
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    • 2007
  • STS는 황우석 사건의 이해에서 어떤 기여를 할 수 있을까? STS의 분석도구를 이용하면 황우석 사건을 다룬 전통적 사회과학에 입각한 분석들이 드러내지 못한 새로운 함의를 도출할 수 있을까? 이 글은 이런 문제의식에 기초하여 STS의 대표적 분석도구라 할 수 있는 행위자연결망이론의 일부 관점과 개념을 이용하여 황우석 사건을 분석하고 있다. 황우석 사건이 정상적 과학 활동과 거리가 먼 일탈적 현상이 아니라는 점을 성공한 대표적 과학자인 파스퇴르와의 유사성을 통해 말하고자 했고, 파스퇴르의 성공의 길과 황우석의 실패의 길을 비교분석하는 개념으로 이동, 번역, 치환을 동원했으며, 그 둘의 갈림길에는 "실험실 정치력"의 차이가 놓여 있음을 밝혔다. 파스퇴르는 실험실을 지렛대로 삼아 "이중적 이동"에 성공함으로써 자신의 세계를 구축할 수 있었던 반면, 황우석은 실험실을 상징적 존재로만 활용했을 뿐 "진정한" 정치력의 원천으로 만들지 못함으로써 이동의 원동력을 상실하고 "과학 정치꾼"으로 전락하고 말았던 것이다.

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객체기반 CAD 시스템의 건축설계적 효용에 관한 연구 (A Study on the Architectural Design Utility of Object-based CAD System)

  • 유창균
    • 한국디지털건축인테리어학회논문집
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    • 제2권1호
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    • pp.9-15
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    • 2002
  • As architectural forms tend to be large-scaled, high-storied and complicated, use of computer for processing design information has been generalized. However, CAD use in the process of developing architectural design has been neglected greatly in the educational field of architectural field due to the surging of recognition that it may limit the essential property of architectural design. It may be resulted from the limitation of CAD system, that is, it is because of tardy speed of application development for the related areas with the lack of simplicity and clarity of flexibility to be secured on the drawing and user interface. Recent CAD systems, however, overcome such a limitation, convert into object-based design from entity-based drawing, drafting and modeling for implementing design concept of architects and it connects with internet linked to superspeed information communication network and changes process and stream of architectural design. Therefore, this study deals with utility of object based CAD system with products of Autodesk Co. and consequently obtain the following conclusions. First, it expands architect's design areas by supporting cooperative design system based on model-based architectural design and internet. Second, it reduces consumption of personal and material resources and time in the process of drawing production for improving architectural design works. Third, it can reduce the frequent design changes by improving understanding of architectural space with visualization of immediate 3D information, escaping from traditional methods to deliver design information to building owner through 2D drawing or model and perspective drawing requiring much cost and time. Fourth, it keeps exactness without omission or duplication of design information and generate and renew information of all related drawings on a drawing. Fifth, it is possible to change difficult and boring architectural design work into a pleasure owing to immediate modeling and drawing of design idea. In addition, digital drawing generated by using object-based CAD system can playa role of establishing Urban Information System to be used for protecting from building in disaster and urban disasters in connection with GIS numerical map and be used for reference of all kinds of information required fro post-management of buildings. However, what is more important is that surplus time from introduction of object-based CAD system should be used for consideration to be recognized as a good space and building built as a product of this project for comfort to urban people.

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악골내 섬유조직성-골성병소에 관한 임상연구 (A CLINICAL STUDY ON FIBRO-OSSEOUS LESIONS OF THE JAWS)

  • 김욱규;차승만;황대석;김용덕;신상훈;김종렬;정인교
    • Maxillofacial Plastic and Reconstructive Surgery
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    • 제27권3호
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    • pp.248-258
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    • 2005
  • The challenging task of classifying the fibro-osseous(FO) lesions has been previously attempted but only in the past 15 years has the entire spectrum of diversity been appreciated. For the clinicians, it is hard to clearly diagnose the lesions before operations. The purpose of this study was to review the literature about fibro-osseous lesions of the jaws and to analyse our clinical cases. As the results of the review of clinical features, radiography and histopathologic findings of sixteen cases of fibro-osseous lesions, we could elucidate diagnostic aids for treatment of benign FO lesion in jaws. Six patients involving fibrous dysplasia complained the facial swelling and facial asymmetry. The radiographic features of the lesions showed ground-glass radiopacity mostly and the histologic findings showed typically Chinese character-shaped trabeculae without osteoblastic rimming in the fibrous stroma. Six patients with ossifying fibroma were notified as swollen buccal cheek state. Their radiographic findings showed cortical expanded radiolucent lesion with sclerotic defined border, which was contrast to the normal adjacent bone. The lesions showed variant radiolucent lesions. Histological findings were revealed as cellular fibrous stroma with woven bones, variable patterns of calcifications. Three patients with cemental dysplasia didn't have specific complaints. Well circumscribed radiopaque lesions on mandibular molar area were observed. Cementum-like ossicles with fibrous stroma were found on microscopic findings. A osteoblastoma case with jaw pain was found. The radiographic feature was a mottled, dense radiopacity with osteolytic border on mandibular molar area. Under microscopy trabecule of osteoid with vascular network were predominantly found. Numerous osteoblast cells with woven bone were found. These clinical, radiographic and microscopic findings of benign fibrous-osseous lesions would suggest diagnostic criteria for each entity of FO lesions.