Closed attilamester closed 7 months ago
https://gist.github.com/attilamester/ef6db70ae99267006aec5b269003f832
Baseline classifier:
Training on 129314 samples with min class size 100 | unique classes: 59
model scaler n_samples dt (s) f1_micro f1_macro acc bacc prec_micro prec_macro rec_micro rec_macro f1_micro f1_macro
0 LogisticRegression StandardScaler None 312.1 0.9320 0.5790 0.9320 0.5988 0.9320 0.6048 0.9320 0.5878 0.9320 0.5790
1 KNeighborsClassifier StandardScaler None 3.1 0.9401 0.5389 0.9401 0.5580 0.9401 0.5671 0.9401 0.5477 0.9401 0.5389
2 DecisionTreeClassifier StandardScaler None 1023.6 0.9328 0.5294 0.9328 0.5969 0.9328 0.5312 0.9328 0.5567 0.9328 0.5294
3 RandomForestClassifier StandardScaler None 666.8 0.9517 0.6264 0.9517 0.6182 0.9517 0.6743 0.9517 0.6124 0.9517 0.6264
4 LogisticRegression StandardScaler None 108.7 0.9459 0.8596 0.9459 0.8586 0.9459 0.8701 0.9459 0.8586 0.9459 0.8596
5 KNeighborsClassifier StandardScaler None 3.0 0.9560 0.8629 0.9560 0.8652 0.9560 0.8683 0.9560 0.8652 0.9560 0.8629
6 DecisionTreeClassifier StandardScaler None 329.6 0.9526 0.8661 0.9526 0.8735 0.9526 0.8600 0.9526 0.8735 0.9526 0.8661
7 RandomForestClassifier StandardScaler None 199.5 0.9656 0.8887 0.9656 0.8809 0.9656 0.9078 0.9656 0.8809 0.9656
https://github.com/Youssef-AK/Malwr-Detection/blob/main/Malwr_Classifier(MultiClass).ipynb