Research Article

Cost-Sensitive Distributed Machine Learning for NetFlow-Based Botnet Activity Detection

Table 3

Effectiveness comparison (infection scenario).

ā€‰ Recall Prec. Acc. ER FM

RF 0.92 0.99 0.95 0,05 0.96

ELM 0.99 0.89 0.93 0,06 0.94

GBT 0.67 0.99 0.77 0,21 0.80