최소 단어 이상 선택하여야 합니다.
최대 10 단어까지만 선택 가능합니다.
다음과 같은 기능을 한번의 로그인으로 사용 할 수 있습니다.
NTIS 바로가기정보처리학회논문지. KIPS transactions on software and data engineering. 소프트웨어 및 데이터 공학, v.12 no.8, 2023년, pp.355 - 364
이준우 (아주대학교 지식정보공학과) , 김강석 (아주대학교 사이버보안학과)
As advanced cyber threats continue to increase in recent years, it is difficult to detect new types of cyber attacks with existing pattern or signature-based intrusion detection method. Therefore, research on anomaly detection methods using data learning-based artificial intelligence technology is i...
M. A. Kramer, "Nonlinear principal component analysis?using autoassociative neural networks," AIChE Journal,?Vol.37, No.2, pp.233-243, 1991. https://doi.org/10.1002/aic.690370209?
W. Haider, J. Hua, J. Slaya, B. P. Turnbull, and Y. Xieb,?"Generating realistic intrusion detection system dataset?based on fuzzy qualitative modeling," Journal of Network?and Computer Applications, Vol.87, No.1, pp.185-192,?2017. https://doi.org/10.1016/j.jnca.2017.03.018?
L. Ruff et al., "Deep one-class classification," Proceedings?of the 35th International Conference on Machine Learning?(PMLR), Vol.80, pp.4393-4402, 2018. https://proceedings.mlr.press/v80/ruff18a.html?
S. Pidhorskyi, R. Almohsen, D. A. Adjeroh, and G. Doretto,?"Generative probabilistic novelty detection with adversarial autoencoders," Proceedings of the 32nd International?Conference on Neural Information Processing Systems?(NeurIPS 2018), pp.6823-6834, Montreal Canada, Dec.?2018. https://dl.acm.org/doi/10.5555/3327757.3327787?
K. Sadaf and J. Sultana, "Intrusion detection based on autoencoder and isolation forest in fog computing," IEEE?Access, Vol.8, pp.167059-167068, 2020. https://doi.org/10.1109/ACCESS.2020.3022855?
G. Andresini, A. Appice, N. D. Mauro, C. Loglisci, and D.?Malerba, "Multi-channel deep feature learning for intrusion detection," IEEE Access, Vol.8, pp.53346-53359, 2020.?https://doi.org/10.1109/ACCESS.2020.2980937?
C. Kim, M. Jang, S. Seo, K. Park, and P. Kang, "Intrusion?detection based on sequential information preserving log?embedding methods and anomaly detection algorithms,"?IEEE Access, Vol.9, pp.58088-58101, 2021. https://doi.org/10.1109/ACCESS.2021.3071763?
S. Ranga and M. N. Guptha, "Log anomaly detection using?sequential convolution neural networks and Dual-LSTM?model," SN Computer Science, Vol.4, No.3, 2023. https://doi.org/10.1007/s42979-023-01676-6?
W. Tang, C. M. Vian, Z. Tang, and B. Yang, "Anomaly detection of core failures in die casting X-ray inspection?images using a convolutional autoencoder," Machine Vision?and Application, Vol.32, No.4, pp.1-17, 2021. https://doi.org/10.1007/s00138-021-01226-1?
M. A. Kabir and X. Luo, "Unsupervised learning for network flow based anomaly detection in the era of deep?learning," IEEE Sixth International Conference on Big Data?Computing Service and Applications (BigDataService),?pp.165-168, Oxford, UK, 2020. https://doi.org/10.1109/BigDataService49289.2020.00032?
M. Aljanabi et al., "Intrusion detection systems, issues,?challenges, and needs," International Journal of Computational Intelligence Systems, Vol.14, No.1, pp.560-571,?2021. https://doi.org/10.2991/ijcis.d.210105.001?
S. Hochreiter and J. Schmidhuber, "Long short-term memory," Neural Computation, Vol.9, No.8, pp.1735-1780,?1997. https://doi.org/10.1162/neco.1997.9.8.1735?
※ AI-Helper는 부적절한 답변을 할 수 있습니다.