Lan Lüying, Tang Xianghong, Gu Xin, Lu Jianguang. Intrusion Detection Method of BP Neural Network Based on Crow Search Algorithm[J]. Laser & Optoelectronics Progress, 2021, 58(6): 610006
- Laser & Optoelectronics Progress
- Vol. 58, Issue 6, 610006 (2021)
Fig. 1. Flowchart of CSA-BP algorithm
Fig. 2. Training status of Ionosphere dataset
Fig. 3. Prediction accuracy of Iris dataset
Fig. 4. Prediction accuracy of Wine dataset
Fig. 5. Prediction accuracy of Glass dataset
Fig. 6. Prediction accuracy of Parkinson dataset
Fig. 7. Prediction accuracy of Ionosphere dataset
Fig. 8. BP neural network convergence curve
Fig. 9. GA-BP convergence curve
Fig. 10. CS-BP convergence curve
Fig. 11. CSA-BP convergence curve
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Table 1. Dataset description
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Table 3. Performance comparison of four algorithms in different datasets
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Table 4. Accuracy and number of epochs
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