From: An artificial immunity approach to malware detection in a mobile platform
Method | Accuracy | TPR | TNR | FPR | FNR |
---|---|---|---|---|---|
GEFeS | 70% (53.67) | 40% (14.00%) | 100.0% (93.33%) | 0.00% (6.67%) | 60.00% (86.00%) |
AIS −SDM,−GEFeS | 53.33% (35.39%) | 80.00% (49.00%) | 26.67% (21.78%) | 73.33% (78.22%) | 20.00% (51.00%) |
AIS +SDM,−GEFeS | 50.00% (33.50%) | 80.00% (46.11%) | 20.00% (20.89%) | 80.00% (79.11%) | 20.00% (53.89%) |
AIS −SDM, +GEFeS | 51.67% (32.11%) | 83.33% (42.44%) | 20.00% (21.78%) | 80.00% (78.22%) | 16.67% (57.56%) |
AIS +SDM, +GEFeS | 56.67% (32.82%) | 93.33% (43.56%) | 20.00% (22.07%) | 80.00% (77.93%) | 6.67% (56.44%) |
mAIS -SDM, −GEFeS | 88.33% (66.72%) | 76.67% (46.00%) | 100.00% (87.44%) | 0.00% (12.56%) | 23.33% (54.00%) |
mAIS +SDM, −GEFeS | 86.67% (64.39%) | 73.33% (44.22%) | 100.00% (84.56%) | 0.00% (15.44%) | 26.67% (55.78%) |
mAIS −SDM, +GEFeS | 86.67% (60.72%) | 73.33% (41.11%) | 100.00% (80.33%) | 0.00% (19.67%) | 26.67% (58.89%) |
mAIS +SDM, +GEFeS | 93.33% (60.29%) | 86.67% (42.86%) | 100.00% (77.71%) | 0.00% (22.29%) | 13.33% (57.14%) |