Research Article

MAE-CAD: An IP-Based Core Network Asset Discovery Technology Based on Multiple Autoencoders

Table 7

Detection results of MAE-CAD trained with the training set of different proportions of core-network-assets (positive samples): noncore-network-assets (negative samples) during the fine-tuning phase.

Positive: NegativeAcc (%)P (%)R (%)F1 (%)

1 : 195.7494.5595.5495.04
1 : 493.1192.7990.9191.84
1 : 893.4192.3392.2292.28
1 : 2492.9591.8291.6691.74
1 : 5093.0492.890.7391.75
1 : 10093.0292.4691.0891.76
1 : 20092.9192.9990.2091.57