|
Model | Val | Test |
f1 | tnr | tpr | f1 | tnr | tpr |
|
AdaBoostModel_glo_pro | 77.58 | 55.46 | 91.60 | 67.04 | 49.80 | 88.67 |
AdaBoostModel_glo_pro mean process tree | 78.01 | 55.46 | 92.44 | 66.75 | 50.48 | 87.59 |
AdaBoostModel_glo_pro process tree min alerts: 1 | 78.87 | 55.46 | 94.12 | 62.29 | 34.03 | 90.35 |
AdaBoostModel_glo_pro process tree min alerts: 2 | 78.87 | 55.46 | 94.12 | 62.29 | 34.03 | 90.35 |
AdaBoostModel_glo_pro process tree min alerts: 3 | 78.87 | 55.46 | 94.12 | 62.29 | 34.03 | 90.35 |
AdaBoostModel_glo_pro process tree min alerts: 4 | 78.87 | 55.46 | 94.12 | 62.29 | 34.03 | 90.35 |
AdaBoostModel_glo_pro rolling mean window: 2 | 79.22 | 70.59 | 84.87 | 69.57 | 60.88 | 84.88 |
AdaBoostModel_glo_pro rolling mean window: 3 | 79.37 | 72.27 | 84.03 | 69.59 | 61.53 | 84.39 |
AdaBoostModel_glo_pro rolling mean window: 4 | 80.67 | 80.67 | 80.67 | 68.44 | 67.80 | 77.34 |
AdaBoostModel_glo_pro sum alerts min: 2 | 80.66 | 78.15 | 82.35 | 69.35 | 66.58 | 79.89 |
AdaBoostModel_glo_pro sum alerts min: 3 | 81.20 | 83.19 | 79.83 | 67.83 | 70.92 | 73.88 |
AdaBoostModel_glo_pro sum alerts min: 4 | 80.87 | 84.87 | 78.15 | 65.92 | 73.32 | 69.00 |
AdaBoostModel_pro | 75.34 | 47.06 | 92.44 | 65.64 | 45.79 | 88.89 |
AdaBoostModel_pro mean process tree | 75.86 | 48.74 | 92.44 | 65.74 | 47.83 | 87.59 |
AdaBoostModel_pro process tree min alerts: 1 | 75.68 | 45.38 | 94.12 | 60.31 | 26.46 | 91.17 |
AdaBoostModel_pro process tree min alerts: 2 | 75.68 | 45.38 | 94.12 | 60.31 | 26.46 | 91.17 |
AdaBoostModel_pro process tree min alerts: 3 | 75.68 | 45.38 | 94.12 | 60.31 | 26.46 | 91.17 |
AdaBoostModel_pro process tree min alerts: 4 | 75.68 | 45.38 | 94.12 | 60.31 | 26.46 | 91.17 |
AdaBoostModel_pro rolling mean window: 2 | 78.03 | 64.71 | 86.55 | 69.35 | 59.63 | 85.47 |
AdaBoostModel_pro rolling mean window: 3 | 77.99 | 67.23 | 84.87 | 68.91 | 59.20 | 84.99 |
AdaBoostModel_pro rolling mean window: 4 | 80.83 | 79.83 | 81.51 | 69.01 | 66.44 | 79.40 |
AdaBoostModel_pro sum alerts min: 2 | 81.12 | 75.63 | 84.87 | 67.91 | 61.06 | 81.68 |
AdaBoostModel_pro sum alerts min: 3 | 81.17 | 80.67 | 81.51 | 66.64 | 64.97 | 76.42 |
AdaBoostModel_pro sum alerts min: 4 | 79.66 | 80.67 | 78.99 | 64.25 | 68.12 | 70.14 |
AdaBoostModel_pro_tree | 75.08 | 47.73 | 94.96 | 64.12 | 30.58 | 86.60 |
AdaBoostRegression_pro_process | 56.63 | 100.00 | 39.50 | 15.06 | 97.92 | 8.40 |
DTModel_glo_pro | 84.53 | 71.43 | 94.12 | 71.41 | 58.19 | 90.62 |
DTModel_glo_pro mean process tree | 85.93 | 73.95 | 94.96 | 71.49 | 59.48 | 89.70 |
DTModel_glo_pro process tree min alerts: 1 | 84.64 | 70.59 | 94.96 | 65.59 | 42.42 | 91.27 |
DTModel_glo_pro process tree min alerts: 2 | 84.64 | 70.59 | 94.96 | 65.56 | 42.34 | 91.27 |
DTModel_glo_pro process tree min alerts: 3 | 84.64 | 70.59 | 94.96 | 65.56 | 42.34 | 91.27 |
DTModel_glo_pro process tree min alerts: 4 | 84.64 | 70.59 | 94.96 | 65.56 | 42.34 | 91.27 |
DTModel_glo_pro rolling mean window: 2 | 88.70 | 88.24 | 89.08 | 75.09 | 70.49 | 86.94 |
DTModel_glo_pro rolling mean window: 3 | 87.87 | 87.39 | 88.24 | 74.57 | 69.77 | 86.61 |
DTModel_glo_pro rolling mean window: 4 | 89.08 | 93.28 | 85.71 | 74.04 | 74.29 | 81.63 |
DTModel_glo_pro sum alerts min: 2 | 89.74 | 91.60 | 88.24 | 75.48 | 72.64 | 85.69 |
DTModel_glo_pro sum alerts min: 3 | 89.47 | 94.12 | 85.71 | 74.00 | 75.62 | 80.38 |
DTModel_glo_pro sum alerts min: 4 | 88.39 | 94.96 | 83.19 | 70.19 | 77.30 | 72.63 |
DTModel_pro | 89.76 | 82.35 | 95.80 | 71.53 | 56.54 | 92.25 |
DTModel_pro mean process tree | 90.91 | 84.03 | 96.64 | 72.13 | 59.38 | 91.06 |
DTModel_pro process tree min alerts: 1 | 90.20 | 82.35 | 96.64 | 64.45 | 37.04 | 92.79 |
DTModel_pro process tree min alerts: 2 | 90.20 | 82.35 | 96.64 | 64.42 | 36.97 | 92.79 |
DTModel_pro process tree min alerts: 3 | 90.20 | 82.35 | 96.64 | 64.42 | 36.97 | 92.79 |
DTModel_pro process tree min alerts: 4 | 90.20 | 82.35 | 96.64 | 64.42 | 36.97 | 92.79 |
DTModel_pro rolling mean window: 2 | 93.16 | 94.96 | 91.60 | 73.82 | 66.19 | 88.40 |
DTModel_pro rolling mean window: 3 | 91.77 | 94.96 | 89.08 | 73.49 | 66.15 | 87.80 |
DTModel_pro rolling mean window: 4 | 90.75 | 95.80 | 86.55 | 72.05 | 69.38 | 82.38 |
DTModel_pro sum alerts min: 2 | 92.17 | 95.80 | 89.08 | 73.43 | 67.44 | 86.56 |
DTModel_pro sum alerts min: 3 | 90.75 | 95.80 | 86.55 | 71.53 | 69.63 | 81.25 |
DTModel_pro sum alerts min: 4 | 89.29 | 95.80 | 84.03 | 67.58 | 70.81 | 73.55 |
DTModel_pro_tree | 85.93 | 73.48 | 97.48 | 70.40 | 43.02 | 91.57 |
DTRegression_pro_process | 89.06 | 80.67 | 95.80 | 71.62 | 57.98 | 91.22 |
GBDTModel_glo_pro | 80.44 | 63.87 | 91.60 | 72.62 | 59.73 | 91.71 |
GBDTModel_glo_pro mean process tree | 80.88 | 63.87 | 92.44 | 72.76 | 60.63 | 91.22 |
GBDTModel_glo_pro process tree min alerts: 1 | 81.75 | 63.87 | 94.12 | 66.32 | 43.28 | 92.14 |
GBDTModel_glo_pro process tree min alerts: 2 | 81.75 | 63.87 | 94.12 | 66.32 | 43.28 | 92.14 |
GBDTModel_glo_pro process tree min alerts: 3 | 81.75 | 63.87 | 94.12 | 66.32 | 43.28 | 92.14 |
GBDTModel_glo_pro process tree min alerts: 4 | 81.75 | 63.87 | 94.12 | 66.32 | 43.28 | 92.14 |
GBDTModel_glo_pro rolling mean window: 2 | 85.12 | 83.19 | 86.55 | 76.06 | 71.50 | 87.80 |
GBDTModel_glo_pro rolling mean window: 3 | 84.52 | 84.03 | 84.87 | 75.87 | 71.82 | 87.15 |
GBDTModel_glo_pro rolling mean window: 4 | 84.12 | 86.55 | 82.35 | 75.25 | 76.69 | 81.57 |
GBDTModel_glo_pro sum alerts min: 2 | 84.87 | 84.87 | 84.87 | 76.46 | 75.65 | 84.66 |
GBDTModel_glo_pro sum alerts min: 3 | 85.22 | 89.08 | 82.35 | 74.12 | 78.77 | 77.78 |
GBDTModel_glo_pro sum alerts min: 4 | 84.44 | 90.76 | 79.83 | 71.99 | 81.10 | 72.30 |
GBDTModel_pro | 80.73 | 62.18 | 93.28 | 71.31 | 58.09 | 90.51 |
GBDTModel_pro mean process tree | 82.05 | 64.71 | 94.12 | 71.76 | 59.59 | 90.14 |
GBDTModel_pro process tree min alerts: 1 | 80.71 | 59.66 | 94.96 | 64.88 | 40.34 | 91.33 |
GBDTModel_pro process tree min alerts: 2 | 80.71 | 59.66 | 94.96 | 64.87 | 40.30 | 91.33 |
GBDTModel_pro process tree min alerts: 3 | 80.71 | 59.66 | 94.96 | 64.87 | 40.30 | 91.33 |
GBDTModel_pro process tree min alerts: 4 | 80.71 | 59.66 | 94.96 | 64.87 | 40.30 | 91.33 |
GBDTModel_pro rolling mean window: 2 | 84.68 | 79.83 | 88.24 | 75.08 | 71.60 | 85.91 |
GBDTModel_pro rolling mean window: 3 | 84.08 | 80.67 | 86.55 | 74.99 | 71.71 | 85.64 |
GBDTModel_pro rolling mean window: 4 | 84.39 | 84.87 | 84.03 | 73.91 | 76.05 | 79.84 |
GBDTModel_pro sum alerts min: 2 | 85.48 | 84.03 | 86.55 | 74.50 | 74.40 | 82.33 |
GBDTModel_pro sum alerts min: 3 | 85.11 | 86.55 | 84.03 | 72.35 | 76.77 | 76.59 |
GBDTModel_pro sum alerts min: 4 | 83.84 | 88.24 | 80.67 | 70.17 | 78.38 | 71.71 |
GBDTModel_pro_tree | 79.02 | 59.09 | 94.96 | 71.08 | 46.68 | 90.51 |
GBDTRegression_pro_process | 89.71 | 87.39 | 91.60 | 71.84 | 80.57 | 72.52 |
MLPModel_glo_pro | 66.67 | 13.45 | 93.28 | 57.92 | 19.00 | 90.68 |
MLPModel_glo_pro mean process tree | 67.48 | 16.81 | 93.28 | 59.79 | 25.74 | 90.51 |
MLPModel_glo_pro process tree min alerts: 1 | 67.46 | 13.45 | 94.96 | 57.61 | 17.64 | 90.84 |
MLPModel_glo_pro process tree min alerts: 2 | 67.46 | 13.45 | 94.96 | 57.61 | 17.64 | 90.84 |
MLPModel_glo_pro process tree min alerts: 3 | 67.46 | 13.45 | 94.96 | 57.61 | 17.64 | 90.84 |
MLPModel_glo_pro process tree min alerts: 4 | 67.46 | 13.45 | 94.96 | 57.61 | 17.64 | 90.84 |
MLPModel_glo_pro rolling mean window: 2 | 67.96 | 28.57 | 88.24 | 58.73 | 32.20 | 84.17 |
MLPModel_glo_pro rolling mean window: 3 | 67.79 | 34.45 | 84.87 | 58.90 | 34.31 | 83.20 |
MLPModel_glo_pro rolling mean window: 4 | 68.75 | 41.18 | 83.19 | 58.32 | 40.55 | 78.16 |
MLPModel_glo_pro sum alerts min: 2 | 68.94 | 38.66 | 84.87 | 59.51 | 39.19 | 81.30 |
MLPModel_glo_pro sum alerts min: 3 | 69.04 | 45.38 | 81.51 | 58.47 | 43.17 | 76.80 |
MLPModel_glo_pro sum alerts min: 4 | 70.63 | 53.78 | 79.83 | 57.23 | 47.72 | 71.76 |
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