• Title/Summary/Keyword: Network science

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Using Machine Learning Techniques for Accurate Attack Detection in Intrusion Detection Systems using Cyber Threat Intelligence Feeds

  • Ehtsham Irshad;Abdul Basit Siddiqui
    • International Journal of Computer Science & Network Security
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    • v.24 no.4
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    • pp.179-191
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    • 2024
  • With the advancement of modern technology, cyber-attacks are always rising. Specialized defense systems are needed to protect organizations against these threats. Malicious behavior in the network is discovered using security tools like intrusion detection systems (IDS), firewall, antimalware systems, security information and event management (SIEM). It aids in defending businesses from attacks. Delivering advance threat feeds for precise attack detection in intrusion detection systems is the role of cyber-threat intelligence (CTI) in the study is being presented. In this proposed work CTI feeds are utilized in the detection of assaults accurately in intrusion detection system. The ultimate objective is to identify the attacker behind the attack. Several data sets had been analyzed for attack detection. With the proposed study the ability to identify network attacks has improved by using machine learning algorithms. The proposed model provides 98% accuracy, 97% precision, and 96% recall respectively.

Exploring the Potential of Actor-Network Theory (ANT) in Science Education Research through the Analysis of Educational Studies Applying ANT (행위자-네트워크 이론의 교육 분야 적용 연구 분석을 통한 과학교육 연구 기여 가능성 탐색)

  • Ha, Yoon-Hee;Lim, Sung-Eun;Kim, Chan-Jong
    • Journal of The Korean Association For Science Education
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    • v.42 no.3
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    • pp.341-356
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    • 2022
  • This study aims to derive the implications of actor-network theory in science education research. To this end, previous studies applying the actor-network theory were analyzed. The study results show that educational research using actor-network theory can be divided into three main approaches. First, ANT was used as an epistemological perspective to construct an educational method or perspective, Second, ANT was used as an ontological perspective to recognize non-human agency, Third, ANT was used as a methodology for educational research. Based on the results, the possibility of contributing to science education research is discussed. As a new theoretical point of view, we hope that actor-network theory will be meaningful in science education practice and empirical research.

Hybrid ASR Error Correction Using Word Sequence Pattern and Recurrent Neural Network (단어열 패턴 매칭과 Recurrent Neural Network를 이용한 하이브리드 음성 인식 오류 수정 방법)

  • Choi, Junhwi;Ryu, Seonghan;Lee, Kyusong;Park, Seonyeong;Yu, Hwanjo;Lee, Gary Geunbae
    • Annual Conference on Human and Language Technology
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    • 2015.10a
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    • pp.129-132
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    • 2015
  • 본 논문에서는 단어열 패턴과 리커런트 신경망을 이용한 하이브리드 음성 인식 오류 수정 방법을 제안한다. 음성 인식 결과 문장에서 음성 인식 오류 단어가 발견되었을 경우에 첫째로 단어열 패턴과 그 패턴의 발음열 점수를 통해 1차적 수정을 하고 적절한 패턴을 찾지 못하였을 경우 음절단위로 구성된 Recurrent Neural Network를 통해 단어를 음절단위로 생성하여 2차적으로 오류를 수정한다. 해당 방법론을 한국어로 된 음성 인식 오류와 그 정답 문장으로 구성된 TV 가이드 영역 말뭉치를 바탕으로 성능을 평가하였고, 기존의 단순 단어열 패턴 기반의 음성 인식 오류 수정보다 성능이 향상되었음을 볼 수 있었다. 이 방법론은 음성 인식 오류와 정답의 말뭉치가 필요 없이 옳은 문장으로만 구성된 일반 말뭉치만으로 훈련이 가능하여, 음성 인식 엔진에 의존적이지 않는 강점이 있다.

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Semi-interpenetrated Polymer Network of Sulfonated Poly(Styrene-Divinylbenzene-Acrylonitrile) based on PVC Film for Polymer Electrolyte Membranes

  • Yun, Sung-Hyun;Woo, Jung-Je;Seo, Seok-Jun;Park, Jung-Woo;Oh, Se-Hun;Moon, Seung-Hyeon
    • Korean Membrane Journal
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    • v.11 no.1
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    • pp.8-14
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    • 2009
  • The sulfonated poly(styrene-divinylbenzene-acrylonitrile) (ST-DVB-AN) composite polymer electrolyte membrane based on the original PVC film was successfully synthesized to improve oxidative stability using semi-interpenetrated polymer network (semi-IPN). Weight gain ratio after copolymerization was enhanced by the DVB and AN contents, and the sulfonated membranes were characterized in terms of proton conductivity (k), ion exchange capacity (IEC), and water uptake ($W_U$). The effect of DVB content and AN addition were thoroughly investigated by comparing the resulted properties including oxidative stability. The obtained ST-DVB-AN composited semi-IPN membranes showed relatively high proton conductivity and IEC compared with Nafion117, and greatly improved oxidative stability of the synthesized membrane was obtained. This study demonstrated that a semi-interpenetrated sulfonated ST-DVB-AN composited membrane reinforced by PVC polymer network is a promising candidate as an inexpensive polymer electrolyte membrane for fuel cell applications.

Antenna for Wireless Home Network Service (무선 홈 네트워크 서비스 수용을 위한 무선랜용 안테나)

  • Ki, Ho-Young;Kim, Wan-Ki;Lee, Hang-Su;Woo, Jong-Myoung;Hong, Sung-Yong
    • Proceedings of the Korea Electromagnetic Engineering Society Conference
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    • 2005.11a
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    • pp.375-380
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    • 2005
  • In this paper, We studied an antenna for the wireless home network service. From the structural modification of patch and ground plane, we made a reverse heart shape radiated pattern of antenna which is suited to wireless home network service. As a result, bandwidth between maximum gains is 110 degree, and the difference of downward direction gain from maximum gain have become -3.6dB. Installing the antenna on the ceiling, horizontal plane of the inner home will be formed the uniform electromagnetic environment. Accordingly, stable reception level acquisition and outdoor radiated suppression could be possible.

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User Access Control and Authentication System in VoIP Service Environment (VoIP 서비스 환경에서의 사용자 접근 통제 및 인증시스템)

  • Yang, Ho-Kyung;Cha, Hyun-Jong;Han, In-Sung;Ryou, Hwan-Bin
    • Proceedings of the Korean Information Science Society Conference
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    • 2007.06d
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    • pp.63-66
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    • 2007
  • 인터넷 상에서 음성데이터를 전달하는 VoIP는 기존의 PSTN망을 대체하는 수단으로 환영받고 있다. 음성데이터를 인터넷 프로토콜 데이터 패킷으로 변환하여 데이터가 일반 IP망에서 전달이 가능하게 해주어 기존 일반 전화망에 비해 요금이 저렴하고 확장성이 뛰어난 특징을 가지고 있다. 이러한 VoIP서비스가 점차 증가함에 따라 보안의 취약점 및 서비스의 질이 저하되는 문제가 발생하고 있다. 이러한 점을 줄이기 위해 본 논문은 기존의 VoIP에 AA(Attribute Authority) Server를 추가하여서 보안성 및 사용자 접근에 차등을 줄 수 있는 인증 시스템을 설계하였다.

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Internet Web-Based Rectifier Remote Control System Using SNMP (인터넷 웹 기반 환경에서의 정류기용 원격 제어 시스템)

  • Choi, Ju-Yeop;Oh, Young-Eun;Jeon, Ho-Suk;Song, Joong-Ho;Choi, Ik
    • Proceedings of the KIPE Conference
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    • 1999.07a
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    • pp.88-92
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    • 1999
  • This paper aims at developing remote contro system to control and monitor distributed various devices through internet or information communication network. SNMP (Simple Network Management Protocol) and rectifier operated in a row are adopted for network management protocol and applied device, respectively. For controlling and monitoring distributed devices in real-time java-environment software is constructed. Also general-use interface controller between network device and applied device is proposed. Finally, seria communication such as RS-232 and RS-485 is used between controller and applied device.

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A Hierarchical Autonomous System Based Topology Control Algorithm in Space Information Network

  • Zhang, Wei;Zhang, Gengxin;Gou, Liang;Kong, Bo;Bian, Dongming
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.9 no.9
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    • pp.3572-3593
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    • 2015
  • This article investigates the topology control problem in the space information network (SIN) using a hierarchical autonomous system (AS) approach. We propose an AS network topology control (AS-TC) algorithm to minimize the time delay in the SIN. Compared with most existing approaches for SIN where either the purely centralized or the purely distributed control method is adopted, the proposed algorithm is a hybrid control method. In order to reduce the cost of control, the control message exchange is constrained among neighboring sub-AS networks. We prove that the proposed algorithm achieve logical k-connectivity on the condition that the original physical topology is k-connectivity. Simulation results validate the theoretic analysis and effectiveness of the AS-TC algorithm.

A Study on Data Visualization of Monitoring System of the GLORIAD (GMON-KR) (글로벌 과학기술협업연구망(GLORIAD) 모니터링 시스템(GMON-KR) 데이터 가시화 연구)

  • Lee, Gil-Jae;Kwon, Yoon-Joo;Seok, Woo-Jin;Kwak Jai-Seung;Mohr Eric J.
    • Proceedings of the Korean Information Science Society Conference
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    • 2006.10d
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    • pp.356-359
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    • 2006
  • GMON-KR 시스템은 한국을 비롯하여 미국, 러시아, 중국 등 4개국을 연결하는 글로벌 과학기술협업연구망인 글로리아드의 활용도를 모니터링하여 망의 유지, 보수 및 관리를 도와주며 망의 사용국가, 사용성격 등을 분석하는데 유용하게 사용할 수 있도록 하기 위하여 2005년에 글로리아드-미국과 한국과학기술정보연구원에서 공동으로 개발하였다. 본 논문에서는 이러한 GMON-KR 시스템을 확장하여 좀더 사용자 친화적인 방법으로 글로리아드-한국 망의 트래픽을 분석할 수 있도록 하기 위한 가시화 연구의 결과를 소개한다.

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Internet Web-Based Remote Control System Using SNMP (인터넷 웹 기반 환경에서의 원격 제어 시스템)

  • Choi, Ju-Yeop;Oh, Young-Eun;Jeon, Ho-Seok;Song, Joong-Ho;Choy, Ick
    • Proceedings of the KIEE Conference
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    • 1999.07g
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    • pp.3159-3161
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    • 1999
  • This paper aims at developing remote control system to control and monitor distributed various devices through internet or information communication network. SNMP (Simple Network Management Protocol) and UPS (Uninterruptible Power Supply) are adopted for network management protocol and applied device, respectively. For controlling and monitoring distributed devices in real-time, Java-environment software is constructed. Also, general-use interface controller between network device and applied device is proposed. Finally, serial communication such as RS-232 and RS-485 is used between controller and applied device.

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