Table 11 Comparison of computational complexity between models.
From: A federated transformer-enhanced double Q-network for collaborative intrusion detection
Model | Complexity |
|---|---|
FELIDS | \(O(FELIDS)=O(K \cdot E \cdot n_k \cdot (l_0 \cdot l_1 + \cdots + l_L \cdot l_{L+1}))+O(K \cdot W)+O(W)\) |
FCL-SBLS | \(O(I\cdot D_i \cdot |w_i|\cdot Q+ |w_g|\cdot f_p\cdot N_r)\) |
DRL-IDS | \(O(R\cdot G\cdot S \cdot A\cdot N)\) |
FTKD | \(O(N^2)\) |
FedT-DQN | \(O(RKGBH^{2})\) |
