Article | Classification Technique | Class name | Results | |||||||||||
AA | TT (sec) | Test time (sec) | TP | TN | FP | FN | Error rate | Precision | Recall | DR | FAR | |||
10: Application of Data mining to Network Intrusion detection: Classifier selection model | Bayes Net | Dos | 90.62% | 628 | . | 94.60% | . | 0.20% | . | . | . | . | . | . |
Probe | 88.80% | . | 0.12% | . | . | . | . | . | . | |||||
U2R | 30.30% | . | 0.30% | . | . | . | . | . | . | |||||
R2L | 5.20% | . | 0.60% | . | . | . | . | . | . | |||||
Naïves Bayes | Dos | 78.32% | 557 | . | 79.20% | . | 1.70% | . | . | . | . | . | . | |
Probe | 94.80% | . | 13.30% | . | . | . | . | . | . | |||||
U2R | 12.20% | . | 0.90% | . | . | . | . | . | . | |||||
R2L | 0.10% | . | 0.30% | . | . | . | . | . | . | |||||
J48 | Dos | 92.06% | 1585 | . | 96.80% | . | 1.00% | . | . | . | . | . | . | |
Probe | 75.20% | . | 0.20% | . | . | . | . | . | . | |||||
U2R | 12.20% | . | 0.10% | . | . | . | . | . | . | |||||
R2L | 0.10% | . | 0.50% | . | . | . | . | . | . | |||||
NB Tree | Dos | 92.28% | 295.88 | . | 97.40% | . | 1.20% | . | . | . | . | . | . | |
Probe | 73.30% | . | 1.10% | . | . | . | . | . | . | |||||
U2R | 1.20% | . | 0.10% | . | . | . | . | . | . | |||||
R2L | 0.10% | . | 0.50% | . | . | . | . | . | . | |||||
Decision Table | Dos | 91.66% | 6624 | . | 97% | . | 10.70% | . | . | . | . | . | . | |
Probe | 57.60% | . | 40% | . | . | . | . | . | . | |||||
U2R | 32.80% | . | 0.30% | . | . | . | . | . | . | |||||
R2L | 0.30% | . | 0.10% | . | . | . | . | . | . | |||||
Jrip | Dos | 0.923 | 207.47 | . | 97.40% | . | 0.30% | . | . | . | . | . | . | |
Probe | 83.80% | . | 0.10% | . | . | . | . | . | . | |||||
U2R | 12.80% | . | 0.10% | . | . | . | . | . | . | |||||
R2L | 0.10% | . | 0.40% | . | . | . | . | . | . | |||||
One R | Dos | 0.8931 | 375 | . | 94.20% | . | 6.80% | . | . | . | . | . | . | |
Probe | 12.90% | . | 0.10% | . | . | . | . | . | . | |||||
U2R | 10.70% | . | 2.00% | . | . | . | . | . | . | |||||
R2L | 10.70% | . | 0.10% | . | . | . | . | . | . | |||||
MLP | Dos | 0.9203 | 350.15 | . | 96.90% | . | 1.47% | . | . | . | . | . | . | |
Probe | 74.30% | . | 0.10% | . | . | . | . | . | . | |||||
U2R | 20.10% | . | 0.10% | . | . | . | . | . | . | |||||
R2L | 0.30% | . | 0.50% | . | . | . | . | . | . |