Federated-Learning-IoT-IDS

Federated Learning-based Anomaly and Intrusion Detection System for Smart Home Environments

Author: Haoyu Wang & Hongwei Zhang

File Description:

1. Main Model: Federated_IDS_Model.py

2. Dataset Preprocessing:

   1. CIC IoT-DIAD 2024 dataset
      1. Multi-class classification: DIAD-Multi.ipynb
      2. Binary classification: DIAD-Binary.ipynb
   2. CIC IoMT dataset 2024
      1. Multi-class classification: IoMT-Multi.ipynb
      2. Binary classification: IoMT-Binary.ipynb

3. Federated Learning Results:

   1. Multi-class classification:
      1. 
      2. 
      3. 
   2. Binary classification:
      1. 
      2. 
      3. 

4. Centralized Learning Results:

   1. Multi-class classification
   2. Binary classification

Datasets:

1. CIC IoT-DIAD 2024 dataset
2. CIC IoMT dataset 2024