• 제목/요약/키워드: Multi Label

검색결과 221건 처리시간 0.032초

Intelligent Intrusion Detection and Prevention System using Smart Multi-instance Multi-label Learning Protocol for Tactical Mobile Adhoc Networks

  • Roopa, M.;Raja, S. Selvakumar
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제12권6호
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    • pp.2895-2921
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    • 2018
  • Security has become one of the major concerns in mobile adhoc networks (MANETs). Data and voice communication amongst roaming battlefield entities (such as platoon of soldiers, inter-battlefield tanks and military aircrafts) served by MANETs throw several challenges. It requires complex securing strategy to address threats such as unauthorized network access, man in the middle attacks, denial of service etc., to provide highly reliable communication amongst the nodes. Intrusion Detection and Prevention System (IDPS) undoubtedly is a crucial ingredient to address these threats. IDPS in MANET is managed by Command Control Communication and Intelligence (C3I) system. It consists of networked computers in the tactical battle area that facilitates comprehensive situation awareness by the commanders for timely and optimum decision-making. Key issue in such IDPS mechanism is lack of Smart Learning Engine. We propose a novel behavioral based "Smart Multi-Instance Multi-Label Intrusion Detection and Prevention System (MIML-IDPS)" that follows a distributed and centralized architecture to support a Robust C3I System. This protocol is deployed in a virtually clustered non-uniform network topology with dynamic election of several virtual head nodes acting as a client Intrusion Detection agent connected to a centralized server IDPS located at Command and Control Center. Distributed virtual client nodes serve as the intelligent decision processing unit and centralized IDPS server act as a Smart MIML decision making unit. Simulation and experimental analysis shows the proposed protocol exhibits computational intelligence with counter attacks, efficient memory utilization, classification accuracy and decision convergence in securing C3I System in a Tactical Battlefield environment.

계층형 MPLS 네트워크에서 다중 경로를 이용한 장애 복구 방안에 관한 성능 분석 (Performance Analysis about the Failure Restoration Scheme Using a Multi-path in Hierarchical MPLS Networks)

  • 장성진;김기용;장종욱
    • 한국정보통신학회:학술대회논문집
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    • 한국해양정보통신학회 2007년도 춘계종합학술대회
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    • pp.61-64
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    • 2007
  • MPLS 네트워크에서 QoS(Duality of Service)에 관한 요구가 증대함에 따라 확장성을 보장하고 장애 복구를 위한 다중 경로 계산 방안들에 관한 여러 기술들이 제시되고 있다. 그러나 MPLS 네트워크는 트래픽에 관한 확장성 문제와 기존의 장애 복구 방식들의 경우 자원 낭비와 많은 지연 발생으로 인한 손실이 발생하는 문제점이 있다. 따라서 본 연구에서는 LSP 다중경로 라우팅 알고리즘을 적용한 망의 효율적인 관리 및 신속한 장애 복구를 위해 H-MPLS(Hierachical-Multiprotocol Label Switching) 네트워크 제안한다. 또한 확장된 규모의 망을 계층형 MPLS로 구성하여 기존의 장애복구 방식을 다양한 네트워크 모델로 적용하고, 이를 NS 시뮬레이터를 통해 성능 분석하여 그 효율성 및 확장성의 개선방안을 제시하고자 한다.

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전기화학적 방법에 의한 바이오칩의 SNP 검출 (SNP Detection of Biochip Using Electrochemical System)

  • 최용성;박대희
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2004년도 하계학술대회 논문집 C
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    • pp.2128-2130
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    • 2004
  • High throughput analysis using a DNA chip microarray is powerful tool in the post genome era. Less labor-intensive and lower cost-performance is required. Thus, this paper aims to develop the multi-channel type label-free DNA chip and detect SNP (Single nucleotide polymorphisms). At first, we fabricated a high integrated type DNA chip array by lithography technology. Various probe DNAs were immobilized on the microelectrode array. We succeeded to discriminate of DNA hybridization between target DNA and mismatched DNA on microarray after immobilization of a various probe DNA and hybridization of label-free target DNA on the electrodes simultaneously. This method is based on redox of an electrochemical ligand.

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전기화학적 바이오칩의 개발에 관한 연구 (A Study on the Development of Electrochemical Biochip)

  • 최용성;권영수;박대희
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2003년도 추계학술대회 논문집 전기물성,응용부문
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    • pp.300-302
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    • 2003
  • This research aims to develop the multi-channel type label-free DNA chip that has the above characteristics and be able to solve the problems. At first, we fabricated a high integrated type DNA chip array by lithography technology. It is able to detect a various genes electrochemically after immobilization of a various probe DNA and hybridization of label-free target DNA on the electrode s simultaneously.

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XML 문서에서의 레이블 경로 발생 빈도수에 따른 스키마 추출 방법 (The Schema Extraction Method using the frequency of Label Path in XML documents)

  • 김성림;윤용익
    • 인터넷정보학회논문지
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    • 제2권4호
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    • pp.11-24
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    • 2001
  • 인터넷상에서 데이터를 표현하고 교환하는 새로운 표준으로 등장하는 XML 문서는 정해진 스키마를 가지고 있지 않다. XML 문서를 기존의 관계형 데이터베이스나 객체 지향 데이터베이스 질의어에 바로 적용하기에는 부적합하여 이러한 XML 문서에 대해 스키마를 추출하는 방법과 질의어에 대한 연구가 활발히 진행되고 있다. 본 논문에서는 XML문서의 레이블 경로발생 빈도 수에 따른 여러 단계의 스키마를 추출하는 방법을 제시하고, 이를 실험하여 그 효율성을 보인다.

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전기화학적 방법에 의한 신규 바이오칩의 SNP 검출 (SNP Detection of Arraye-type DNA Chip using Electrochemical Method)

  • 최용성;권영수;박대희
    • 한국전기전자재료학회논문지
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    • 제17권4호
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    • pp.410-414
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    • 2004
  • High throughput analysis using a DNA chip microarray is powerful tool in the post genome era. Less labor-intensive and lower cost-performance is required. Thus, this paper aims to develop the multi-channel type label-free DNA chip and detect SNP (Single nucleotide polymorphisms). At first, we fabricated a high integrated type DNA chip array by lithography technology. Various probe DNAs were immobilized on the microelectrode array. We succeeded to discriminate of DNA hybridization between target DNA and mismatched DNA on microarray after immobilization of a various probe DNA and hybridization of label-free target DNA on the electrodes simultaneously. This method is based on redox of an electrochemical ligand.

Monte-Carlo 시뮬레이션을 이용한 다중점대 점 레이블 스위치 경로 결정 방법 (A Fast multipoint-to-Point LSD Designing by using Monte Carlo Method in MPLS Network)

  • 김성관;조영종;최덕규
    • 한국정보과학회:학술대회논문집
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    • 한국정보과학회 2001년도 봄 학술발표논문집 Vol.28 No.1 (A)
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    • pp.523-525
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    • 2001
  • MPLS(Multi-Protocol Label Switching)망에서 LSP(Label Switched Path)의 수와 레이블 수를 줄이는 것은 망 자원 관리 측면에서 매우 중요하다. 다중점대점(Multipoint-to-Point) LSP[1]는 이러한 요구사항으로 제안되었다. 하나의 다중점대점 LSP는 다수의 망 입구 노드로부터 하나의 망 출구 노드까지의 경로를 나타낸다. 다중 점대점 LSP는 미리 정의된 경로이다. 망 형태 정보가 빈번히 변하는 실제 망을 고려할 대 다중점대점 LSP는 경로가 신속히 재결정될 필요가 있다. 본 논문에서는 망의 트래픽 부하 균형을 위해 Monte-Carlo 시뮬레이션을 이용한 빠른 LSP 결정 방법을 제시한다. 또한 경로 결정시 Greedy 알고리즘을 사용하므로 최적의 다중점대점 LSP 결정에 접근하는 경로를 결정한다.

비수식화 DNA를 이용한 유전자 검출 (SNP Detection Using Indicator-free DNA Chip)

  • 최용성;문종대;이경섭
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2006년도 하계학술대회 논문집 Vol.7
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    • pp.410-411
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    • 2006
  • High throughput analysis using a DNA chip microarray is powerful tool in the post genome era. Less labor-intensive and lower cost-performance is required. Thus, this paper aims to develop the multi-channel type label-free DNA chip and detect SNP (Single nucleotide polymorphisms). At first, we fabricated a high integrated type DNA chip array by lithography technology. Various probe DNAs were immobilized on the microelectrode array. We succeeded to discriminate of DNA hybridization between target DNA and mismatched DNA on microarray after immobilization of a various probe DNA and hybridization of label-free target DNA on. the electrodes simultaneously. This method is based on redox of an electrochemical ligand.

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마이크로전극어레이형 바이오칩을 이용한 SNP의 검출 (Detection of SNP Using Microelectrode Array Biochip)

  • 최용성;권영수;박대희
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2004년도 하계학술대회 논문집 Vol.5 No.2
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    • pp.845-848
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    • 2004
  • High throughput analysis using a DNA chip microarray is powerful tool in the post genome era. Less labor-intensive and lower cost-performance is required. Thus, this paper aims to develop the multi-channel type label-free DNA chip and detect SNP (Single nucleotide polymorphisms). At first, we fabricated a high integrated type DNA chip array by lithography technology. Various probe DNAs were immobilized on the microelectrode array. We succeeded to discriminate of DNA hybridization between target DNA and mismatched DNA on microarray after immobilization of a various probe DNA and hybridization of label-free target DNA on the electrodes simultaneously. This method is based on redox of an electrochemical ligand.

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A multi-label Classification of Attributes on Face Images

  • Le, Giang H.;Lee, Yeejin
    • 한국방송∙미디어공학회:학술대회논문집
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    • 한국방송∙미디어공학회 2021년도 하계학술대회
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    • pp.105-108
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    • 2021
  • Generative adversarial networks (GANs) have reached a great result at creating the synthesis image, especially in the face generation task. Unlike other deep learning tasks, the input of GANs is usually the random vector sampled by a probability distribution, which leads to unstable training and unpredictable output. One way to solve those problems is to employ the label condition in both the generator and discriminator. CelebA and FFHQ are the two most famous datasets for face image generation. While CelebA contains attribute annotations for more than 200,000 images, FFHQ does not have attribute annotations. Thus, in this work, we introduce a method to learn the attributes from CelebA then predict both soft and hard labels for FFHQ. The evaluated result from our model achieves 0.7611 points of the metric is the area under the receiver operating characteristic curve.

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