Research Article

Deep Autoencoders and Feedforward Networks Based on a New Regularization for Anomaly Detection

Table 2

Training and testing time for each model.

ModelDatasetTraining time (sec)Testing time (sec)

Proposed FFNNSL-KDD700.5436.01
Proposed VAENSL-KDD1203.7545.3
Proposed FFNUNSW-NB15423.8264.2
Proposed VAEUNSW-NB15689.8360.1