oqadiSAK / fl-idsLinks
Federated Learning for Intrusion Detection System using the Flower framework and UNSW_NB15 dataset.
☆24Updated last year
Alternatives and similar repositories for fl-ids
Users that are interested in fl-ids are comparing it to the libraries listed below
Sorting:
- 将联邦学习以及知识蒸馏用于搭建网络入侵检测检测模型,在NSL-KDD数据集上进行了验证。☆28Updated last year
- Code for the IEEE IoTJ paper "Semi-Supervised Federated Learning Based Intrusion Detection Method for Internet of Things"☆28Updated 2 years ago
- FL-based intrusion detection system development using model averaging.☆38Updated 2 years ago
- Training of a simple Neural Network model as an Intrusion Detection System for Cybersecurity defense using Federated Learning with the Fl…☆15Updated last year
- ☆14Updated 4 months ago
- ☆9Updated 2 years ago
- Adaptive Federated Learning Approach to DDoS attack detection☆48Updated 6 months ago
- FedMSE: Semi-supervised federated learning approach for IoT network intrusion detection☆20Updated 2 months ago
- Intrusion Detection System - IDS example using Dense, Conv1d and Lstm layers in Keras / TensorFlow☆22Updated 2 years ago
- Journal Article: Telematics and Informatics Reports☆12Updated 2 years ago
- Anomaly based Instrusion Detection System using RNN-LSTMs. Datasets include NSL-KDD and UNSW-NB15.☆35Updated 4 years ago
- Improving Transferability of Network Intrusion Detection in a Federated Learning Setup☆12Updated last year
- An Intrusion Detection System based on Deep Belief Networks☆83Updated 2 years ago
- Codes for the paper entitled "Optimization of Predictive Performance of Intrusion Detection System Using Hybrid Ensemble Model for Secure…☆15Updated 2 years ago
- ☆21Updated 8 months ago
- ☆14Updated 2 years ago
- ☆42Updated 2 years ago
- Federated Learning in Network Intrusion Detection☆13Updated 2 years ago
- This study proposes a two- level classification technique for the anomaly detection-based IDS architecture for fog-edge sides. Targeted f…☆13Updated 2 years ago
- Deep Model Intrusion Detection (IDS) Evaluation of NSL KDD and CIC IDS 2018 datasets.☆16Updated 2 years ago
- Repository for IEEE CCNC'21 paper titled "Edge-Detect: Edge-centric Network Intrusion Detection using Deep Neural Network".☆46Updated last year
- Detection of IoT devices infected by malwares from their network communications, using federated machine learning☆40Updated last year
- Journal Article: IEEE Access☆10Updated last year
- 机器学习作业,机器学习和深度学习方法实现入侵检测☆37Updated 3 years ago
- An intelligent classifier based Intrusion Detection System for IoV’s based on Neural Networks like optimized CNN, transfer learning and e…☆18Updated 3 years ago
- Apply Federated Learning and Deep Learning (Deep Auto-encoder) to detect abnormal data for IoT devices.☆34Updated 2 years ago
- ⼀个有潜⼒的⽹络⼊侵检测算法,引⼊了乘法注意⼒机制将其融合到 CNN 的分类模型中,在KDD99和UNSM-NB15数据集进行模型的训练结果优于一般机器学习方法和CNN。A promising network intrusion detection algorithm is…☆10Updated last year
- 基于联邦学习和深度残差网络的sdn入侵检测研究☆10Updated last year
- Implementation of Research Paper titled: An explainable AI based Intrusion Detection System for DNS over HTTPS (DoH) Attacks on CICIDS da…☆10Updated last year
- ☆15Updated 2 years ago