PUMD: a PU learning-based malicious domain detection framework

Cybersecurity

Table 13 Performance of different malicious domain detection methods

Method	Macro-Recall	Macro-Precision	Macro-F1	Recall	Precsion	F1	ACC	FP-Rate	MCC
AULD	0.5806	0.9471	0.6277	0.1618	0.9333	0.2757	0.9606	0.0006	0.3796
ELM	0.6827	0.7197	0.6993	0.3797	0.4592	0.4157	0.9668	0.0143	0.4007
KSDom	0.8911	0.7686	0.8172	0.8038	0.5435	0.6485	0.9729	0.0217	0.6482
HAC_EasyEnsemble	0.8241	0.5594	0.5559	0.8354	0.1252	0.2177	0.8134	0.1873	0.2774
PUMD	0.9825	0.9384	0.9594	0.9684	0.8776	0.9208	0.9961	0.0033	0.9199