Research Article
[Retracted] IoT-Oriented Distributed Intrusion Detection Methods Using Intelligent Classification Algorithms in Spark
Table 5
Comparative data of quintuple classification performance in FNR and FPR.
| Evaluation indicator | Classification method | DoS | Probe | R2L | U2R | Normal |
| FNR (%) | Logistic regression | 2.51 | 2.88 | 5.44 | 17.5 | 6.07 | Multilayer perceptron | 0.27 | 1.4 | 7.43 | 49.28 | 4.14 | Decision tree | 0.33 | 1.14 | 3.06 | 20.91 | 1.85 | Naive Bayes | 16.92 | 16.89 | 21.94 | 35.13 | 18.28 |
| FPR (%) | Logistic regression | 0.35 | 0.84 | 2.48 | 0.219 | 2.87 | Multilayer perceptron | 0.41 | 0.68 | 1.75 | 0.02 | 1.86 | Decision tree | 0.12 | 0.2 | 0.76 | 0.14 | 1.08 | Naive Bayes | 2.26 | 6.8 | 6.97 | 0.61 | 7.76 |
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