From: PUMD: a PU learning-based malicious domain detection framework
Label frequency | Train (Mali) | Test | Result | ||
---|---|---|---|---|---|
Mali | Benign | Ratio | TPâFPâTNâFN | ||
0.1 | 100 | 852 | 19560 | 1:22.9 | 796â59â19501â56 |
0.2 | 195 | 757 | 1:25.8 | 725â64â19496â32 | |
0.3 | 290 | 662 | 1:29.5 | 629â64â19496â33 | |
0.4 | 384 | 568 | 1:34.4 | 541â65â19495â27 | |
0.5 | 478 | 474 | 1:41.2 | 459â64â19496â15 | |
0.6 | 576 | 376 | 1:52.0 | 359â65â19495â17 | |
0.7 | 671 | 281 | 1:69.6 | 269â61â19499â12 | |
0.8 | 765 | 187 | 1:104.5 | 182â60â19500â5 | |
0.9 | 861 | 91 | 1:214.9 | 89â56â19504â2 |