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On the Significance of Domain-Specific Pretrained Language Models for Log Anomaly Detection (로그 이상 탐지를 위한 도메인별 사전 훈련 언어 모델 중요성 연구)

  • Lelisa Adeba Jilcha;Deuk-Hun Kim;Jin Kwak
    • Proceedings of the Korea Information Processing Society Conference
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    • 2024.05a
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    • pp.337-340
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    • 2024
  • Pretrained language models (PLMs) are extensively utilized to enhance the performance of log anomaly detection systems. Their effectiveness lies in their capacity to extract valuable semantic information from logs, thereby strengthening the detection performance. Nonetheless, challenges arise due to discrepancies in the distribution of log messages, hindering the development of robust and generalizable detection systems. This study investigates the structural and distributional variation across various log message datasets, underscoring the crucial role of domain-specific PLMs in overcoming the said challenge and devising robust and generalizable solutions.

A Study on Blockchain Based Secure Financial Transaction System for Person-to-Person Payment Environment (Person-to-Person 결제 환경에 적합한 블록체인 기반의 안전한 금융 거래 시스템 연구)

  • Park, Byeong-ju;Kwak, Jin
    • Proceedings of the Korea Information Processing Society Conference
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    • 2017.04a
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    • pp.250-253
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    • 2017
  • 최근 모바일 결제 시장의 규모가 2015년 45억 달러에서, 2016년 62억 달러로 성장하며, P2P 거래량도 함께 증가하고 있다. 또한, P2P 결제 시장에 페이팔, 비자와 같은 온라인 결제 업체와 대형은행 뿐만 아니라, 페이스북, 구글, 애플, 삼성 등 IT회사들도 참여하고 있다. 안전하고 편리한 P2P 결제를 위해 다양한 거래 방식이 연구되고 있지만, 다양한 기업 및 은행들의 참여로 인해 서로 다른 방식으로 사용자들이 불편을 겪고 있으며, 모바일 환경의 특성으로 인해 많은 보안위협들이 발생하고 있는 실정이다. 이에 따라, 모바일 환경에서의 P2P 결제를 고려한 통합적인 보안 기술이 개발되어야 하며, 민감 정보라고 할 수 있는 사용자의 계좌번호, 금융거래 관련 정보 등을 보호하기 위한 기술이 필수적이다. 따라서 기존 은행권의 P2P 거래 방법의 문제점을 분석하고 블록체인 시스템과 DHT에 대해 분석한 후, P2P 결제 환경에 적합한 안전한 블록체인 기반 금융 거래 시스템을 연구함으로써, P2P 거래 환경의 안전성을 향상시키고자 한다.

Electricity Consumption Information Transmission Protocol with ID-based Key Distribution Method (ID 기반 키 분배 기법을 활용한 전력사용량 정보 전송 프로토콜)

  • Jung, Su-Young;Kwak, Jin
    • Journal of Advanced Navigation Technology
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    • v.16 no.4
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    • pp.709-716
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    • 2012
  • Recently, smartgrid has interested in enable to existing electrical grid to supplying stably and efficient energy management. Smartgrid environment using PLC is transmit PLC module collected electricity consumption information in each house from PLC module to server. This communication process can occurred security threats such as personal information leak of consumer, electrical grid paralysis. In this paper, we propose efficient electricity consumption information transmission protocol with ID-based key distribution method for respond to security threats.

Group Key Management Method for Secure Device in Smart Home Environment (스마트홈 환경에서의 안전한 디바이스 관리를 위한 그룹키 관리 기법)

  • Ryu, Ho-Seok;Kwak, Jin
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.25 no.2
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    • pp.479-487
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    • 2015
  • According to IT development, smart home services is providing remote service, monitoring service and other various services through smart home devices based on network. But, smart home environment exists security threats such as data falsification, illegal authentication and invasion of privacy through a malicious device. Smart home is studying to prevent these security threats, but the studies of smart home environment security are still in early stage of development and the studies of group key management method is lacking in smart home. In this paper, we propose the group key management method for secure device in smart home.

Blockchain-Based IoT Device Authentication Scheme (블록체인 기반 IoT 디바이스 인증 스킴)

  • Park, Byeong-ju;Lee, Tae-jin;Kwak, Jin
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.27 no.2
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    • pp.343-351
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    • 2017
  • With ICT technology develops, IoT environment is attracting attention. However, IoT devices have various CPU performance as much as various purpose of use. Some IoT devices use the cpu that doesn't support public key cryptogrphy or crypto acceleration. In this paper, we study Blockchain-based IoT Device Authentication Scheme that provides authentication, integirity and non-repudation through analysis of Lamport Hash-chain, Lamport Signature, Blockchain and existing Authentication protocols. The proposed scheme requires only simple hash operation in IoT devices and it can operate in low performance IoT device, thus ensuring secure authentication in IoT environment.

Design of Malicious Traffic Dynamic Analysis System in Cloud Environment (클라우드 환경에서의 악성트래픽 동적 분석 시스템 설계)

  • Lee, Eun-Ji;Kwak, Jin
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.27 no.3
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    • pp.579-589
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    • 2017
  • The cloud environment is hypervisor-based, and many virtual machines are interconnected, which makes propagation of malicious code easier than other environments. Accordingly, this paper proposes a malicious traffic dynamic analysis system for secure cloud environment. The proposed system continuously monitors and analyzes malicious activity in an isolated virtual network environment by distinguishing malicious traffic that occurs in a cloud environment. In addition, the analyzed results are reflected in the distinguishment and analysis of malicious traffic that occurs in the future. The goal of this research is secure and efficient malicious traffic dynamic analysis by constructing the malicious traffic analysis environment in the cloud environment for detecting and responding to the new and variant malicious traffic generated in the cloud environment.

Secure User Authentication Scheme Based on Facial Recognition for Smartwork Environment (스마트워크 환경에 적합한 얼굴인식 기반 사용자 인증 기법)

  • Byun, Yun-Sang;Kwak, Jin
    • Journal of Advanced Navigation Technology
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    • v.17 no.3
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    • pp.314-325
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    • 2013
  • Smartwork is future-oriented work-environment to bring swift business transaction and convenient for users. In domestic and foreign various countries, It's already prompting introduction of smartwork. Users process work to access frequently from the outside in smartwork that's a similar client/server environment to existing Cloud Computing environment. Necessary of user authentication is increasing to be solvable to security vulnerability because there is possibility that malware flows in and leaks company's confidential information by unauthorized users especially in smartwork environment. Therefore we propose User Authentication scheme based face recognition is applicable to smartwork environment to analyze established User Authentication scheme. environment.

Mobile Digital Forensic Procedure for Crime Investigation in Social Network Service (소셜 네트워크 서비스에서 사건 수사를 위한 모바일 디지털 포렌식 절차에 관한 연구)

  • Jang, Yu Jong;Kwak, Jin
    • Journal of Advanced Navigation Technology
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    • v.17 no.3
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    • pp.325-331
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    • 2013
  • Social network services(SNS) has been used as a means of communication for user or express themselves user. Therefore, SNS has a variety of information. This information is useful to help the investigation can be used as evidence. In this paper, A study of mobile digital forensic procedure for crime investigation in social network service. Analysis of database file taken from the smartphone at social network service application for mobile digital forensic procedure. Therefore, we propose a procedure for the efficient investigation of social network service mobile digital forensic.

STRIDE and HARM Based Cloud Network Vulnerability Detection Scheme (STRIDE 및 HARM 기반 클라우드 네트워크 취약점 탐지 기법)

  • Jo, Jeong-Seok;Kwak, Jin
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.29 no.3
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    • pp.599-612
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    • 2019
  • Cloud networks are used to provide various services. As services are increasingly deployed using cloud networks, there are a number of resources in the cloud that leverage a variety of environments and protocols. However, there is a security intrusion on these resources, and research on cloud network vulnerability detection is required as threats to cloud resources emerge. In this paper, we propose a vulnerability detection scheme using STRIDE and HARM for vulnerability detection of resources utilizing various environments and protocols, and present cloud network vulnerability detection scheme through vulnerability detection scenario composition.

Automated Detection Technique for Suspected Copyright Infringement Sites

  • Jeong, Hae Seon;Kwak, Jin
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.14 no.12
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    • pp.4889-4908
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    • 2020
  • With the advances in Information Technology (IT), users can download or stream copyrighted works, such as videos, music, and webtoons, at their convenience. Thus, the frequency of use of copyrighted works has increased. Consequently, the number of unauthorized copies and sharing of copyrighted works has also increased. Monitoring is being conducted on sites suspected of conducting copyright infringement activities to reduce copyright holders' damage due to unauthorized sharing of copyrighted works. However, suspected copyright infringement sites respond by changing their domains or blocking access requests. Although research has been conducted for improving the effectiveness of suspected copyright infringement site detection by defining suspected copyright infringement sites' response techniques as a lifecycle step, there is a paucity of studies on automation techniques for lifecycle detection. This has reduced the accuracy of lifecycle step detection on suspected copyright infringement sites, which change domains and lifecycle steps in a short period of time. Thus, in this paper, an automated detection technique for suspected copyright infringement sites is proposed for efficient detection and response to suspected copyright infringement sites. Using our proposed technique, the response to each lifecycle step can be effectively conducted by automatically detecting the lifecycle step.