A Federated Network Intrusion Detection System with Multi-Branch Network and Vertical Blocking Aggregation

Y Wang, W Zheng, Z Liu, J Wang, H Shi, M Gu, Y Di - Electronics, 2023 - mdpi.com
The rapid development of cloud–fog–edge computing and mobile devices has led to
massive amounts of data being generated. Also, artificial intelligence technology, like …

Malicious packet classification based on neural network using kitsune features

K Miyamoto, H Goto, R Ishibashi, C Han, T Ban… - … on Intelligent Systems …, 2022 - Springer
Abstract Network Intrusion Detection Systems (NIDSes) play an important role in security
operations to detect and defend against cyberattacks. As artificial intelligence (AI)-powered …

Generating labeled training datasets towards unified network intrusion detection systems

R Ishibashi, K Miyamoto, C Han, T Ban… - IEEE …, 2022 - ieeexplore.ieee.org
It is crucial to implement innovative artificial intelligence (AI)-powered network intrusion
detection systems (NIDSes) to protect enterprise networks from cyberattacks, which have …

Consolidating Packet-Level Features for Effective Network Intrusion Detection: A Novel Session-Level Approach

K Miyamoto, M Iida, C Han, T Ban, T Takahashi… - IEEE …, 2023 - ieeexplore.ieee.org
Network Intrusion Detection Systems (NIDSs) are crucial tools for ensuring cyber security.
Recently, machine learning-based NIDSs have gained popularity due to their ability to adapt …

Packet-Level Intrusion Detection Using LSTM Focusing on Personal Information and Payloads

S Kawanaka, Y Kashiwabara… - 2023 18th Asia Joint …, 2023 - ieeexplore.ieee.org
In recent years, network-based intrusion detection systems (NIDS) based on advanced
neural network (NN) technologies have emerged. In the previous study (Hwang et al. 2019) …

Malicious Packet Classification Based on Neural Network Using Kitsune Features

T Ban, T Takahashi, J Takeuchi - Intelligent Systems and Pattern …, 2022 - books.google.com
Network Intrusion Detection Systems (NIDSes) play an important role in security operations
to detect and defend against cyberattacks. As artificial intelligence (AI)-powered NIDSes are …

Kitsune 特徴量を用いた悪性通信のパケット分類

宮本耕平, 後藤大輝, 石橋亮典, 韓燦洙… - … 2021 論文集, 2021 - ipsj.ixsq.nii.ac.jp
論文抄録 サイバー攻撃の件数は増加傾向にあり, 悪性通信の検知やその攻撃手法の特定作業の
負担およびその重要度は増している. そのため, それらを自動的に行うネットワーク侵入検知 …