Table 5 Comparison of Real-Time Detection with Our Method (Data Source10,11).
From: Daily insider threat detection with hybrid TCN transformer architecture
method | Recall | AUC | FPR |
|---|---|---|---|
GRU+GCN | 0.9313 | 0.8983 | 0.1579 |
GRU+GAT | 0.9298 | 0.8826 | 0.1499 |
LSTM+GCN | 0.9369 | 0.8875 | 0.1411 |
LSTM+GAT | 0.9309 | 0.9141 | 0.1447 |
MAITD | 0.7548 | 0.8936 | \(\times\) |
Transformer+GCN | 0.9086 | 0.8217 | 0.1765 |
Transformer+GAT | 0.9060 | 0.8385 | 0.1681 |
Transformer+TCN | 0.95 | 0.984 | 0.0545 |
