Research Article

A Malicious URL Detection Model Based on Convolutional Neural Network

Table 1

Experiment results.

No.Embedding methodNetwork structureAccuracyF1-scoreRecallPrecision

1Character embeddingStacked CNN0.9230.9260.9640.890
2Word embeddingStacked CNN0.9540.9530.9310.977
3Word embedding based on character embeddingStacked CNN0.9580.9590.9760.942