Journal of Cloud Computing

Advances, Systems and Applications

Table 3 Ablation study on the effectiveness of different components: CNN-LSTM.Adaptive Scaling (AS), Deep AE (DAE)

From: A multi-classification detection model for imbalanced data in NIDS based on reconstruction and feature matching

Components			Dataset Ratio
CNN-LSTM	AS	DAE	10%	20%	50%
√			94.63	97.18	98.20
√		√	95.91	97.46	98.22
√	√		98.62	99.59	99.74
√	√	√	99.52	99.69	99.79

Back to article page