Semi-Supervised Results #3
Description
Supervised Results
Recall
1 , DT , 0.61 , 0.27 ( -------| * --- ), 0.30, 0.52, 0.61, 0.72, 0.82
1 , KNN , 0.67 , 0.27 ( ----| * -- ), 0.39, 0.55, 0.67, 0.79, 0.85
1 , RF , 0.69 , 0.37 ( ------ | * ---- ), 0.29, 0.49, 0.69, 0.78, 0.92
2 , LR , 0.77 , 0.2 ( |----- * -- ), 0.55, 0.71, 0.77, 0.87, 0.96
2 , SVM , 0.79 , 0.29 ( -|--- * --- ), 0.50, 0.65, 0.79, 0.90, 0.97
3 , GNB , 0.92 , 0.14 ( -|---------- *- ), 0.48, 0.87, 0.92, 0.95, 0.99
Pf
1 , RF , 0.17 , 0.17 ( -- * --- | ), 0.04, 0.10, 0.18, 0.27, 0.36
2 , KNN , 0.25 , 0.13 ( -- * ----| ), 0.17, 0.22, 0.25, 0.34, 0.51
2 , DT , 0.28 , 0.13 ( -- *---- | ), 0.12, 0.21, 0.29, 0.32, 0.44
2 , SVM , 0.3 , 0.17 ( -- *----|- ), 0.13, 0.21, 0.31, 0.36, 0.53
2 , LR , 0.31 , 0.17 ( -- * ---|- ), 0.15, 0.24, 0.32, 0.39, 0.52
3 , GNB , 0.51 , 0.32 ( ------- |* ----- ), 0.19, 0.42, 0.52, 0.67, 0.82
Co-training Results:
Single View
Recall
1 , co_training_sv_DT_KNN , 0.61 , 0.28 ( ---- | * ----- ), 0.35, 0.48, 0.61, 0.70, 0.84
1 , co_training_sv_LR_DT , 0.62 , 0.28 ( -----| * --- ), 0.36, 0.53, 0.62, 0.75, 0.85
1 , co_training_sv_DT_GNB , 0.63 , 0.29 ( ----| * --- ), 0.38, 0.52, 0.65, 0.77, 0.89
1 , co_training_sv_DT_RF , 0.63 , 0.29 ( ----- | * ----- ), 0.30, 0.47, 0.65, 0.73, 0.88
1 , co_training_sv_DT_SVM , 0.64 , 0.26 ( -----| * ---- ), 0.36, 0.51, 0.65, 0.71, 0.84
1 , co_training_sv_RF_KNN , 0.66 , 0.32 ( ----| * -- ), 0.39, 0.54, 0.68, 0.80, 0.89
2 , co_training_sv_LR_KNN , 0.69 , 0.24 ( ----|-- * --- ), 0.40, 0.61, 0.70, 0.81, 0.92
2 , co_training_sv_SVM_KNN , 0.73 , 0.27 ( -----|-- * -- ), 0.36, 0.62, 0.74, 0.82, 0.90
2 , co_training_sv_LR_RF , 0.73 , 0.31 ( --|-- * -- ), 0.46, 0.61, 0.74, 0.85, 0.93
2 , co_training_sv_RF_SVM , 0.74 , 0.28 ( ----|-- * --- ), 0.40, 0.60, 0.75, 0.85, 0.95
2 , co_training_sv_LR_SVM , 0.75 , 0.23 ( |---- * -- ), 0.53, 0.67, 0.75, 0.87, 0.96
3 , co_training_sv_GNB_KNN , 0.82 , 0.3 ( --|---- *--- ), 0.45, 0.70, 0.84, 0.90, 0.97
3 , co_training_sv_RF_GNB , 0.9 , 0.2 ( ---|------- * - ), 0.41, 0.79, 0.90, 0.94, 0.99
3 , co_training_sv_LR_GNB , 0.9 , 0.22 ( ---|-------- * - ), 0.41, 0.82, 0.90, 0.96, 0.99
3 , co_training_sv_GNB_SVM , 0.9 , 0.22 ( ---|------- *- ), 0.42, 0.79, 0.91, 0.96, 0.99
Pf
1 , co_training_sv_DT_KNN , 0.21 , 0.12 ( -- *---- | ), 0.11, 0.16, 0.21, 0.26, 0.40
1 , co_training_sv_RF_SVM , 0.21 , 0.19 ( -- * ----- | ), 0.07, 0.13, 0.21, 0.29, 0.45
1 , co_training_sv_RF_KNN , 0.21 , 0.17 ( -- * ----- | ), 0.11, 0.17, 0.21, 0.30, 0.44
1 , co_training_sv_LR_RF , 0.22 , 0.19 ( -- * ---- | ), 0.07, 0.15, 0.22, 0.30, 0.42
2 , co_training_sv_SVM_KNN , 0.26 , 0.17 ( -- * -----| ), 0.14, 0.21, 0.27, 0.33, 0.48
2 , co_training_sv_DT_RF , 0.27 , 0.17 ( --- * ----| ), 0.12, 0.21, 0.28, 0.34, 0.46
2 , co_training_sv_DT_GNB , 0.28 , 0.14 ( -- *---- | ), 0.14, 0.20, 0.28, 0.33, 0.45
2 , co_training_sv_LR_KNN , 0.28 , 0.15 ( -- * ----| ), 0.17, 0.23, 0.28, 0.35, 0.47
2 , co_training_sv_LR_DT , 0.28 , 0.15 ( ---- *---- | ), 0.12, 0.22, 0.28, 0.34, 0.43
2 , co_training_sv_LR_SVM , 0.28 , 0.19 ( --- * ----| ), 0.14, 0.22, 0.28, 0.36, 0.46
2 , co_training_sv_DT_SVM , 0.28 , 0.14 ( --- * ----| ), 0.14, 0.23, 0.29, 0.34, 0.49
3 , co_training_sv_GNB_KNN , 0.4 , 0.19 ( ----- *-|--- ), 0.15, 0.29, 0.40, 0.45, 0.60
4 , co_training_sv_RF_GNB , 0.47 , 0.34 ( ----- * ----- ), 0.16, 0.33, 0.47, 0.60, 0.73
4 , co_training_sv_GNB_SVM , 0.47 , 0.37 ( ----- * ----- ), 0.16, 0.33, 0.47, 0.61, 0.78
4 , co_training_sv_LR_GNB , 0.51 , 0.38 ( ------- |* ------ ), 0.15, 0.38, 0.51, 0.63, 0.81
Precision
1 , co_training_sv_LR_GNB , 0.46 , 0.31 ( ----- *| ------ ), 0.14, 0.32, 0.46, 0.56, 0.74
1 , co_training_sv_RF_GNB , 0.46 , 0.32 ( ----- *| ------ ), 0.14, 0.32, 0.46, 0.57, 0.74
1 , co_training_sv_GNB_SVM , 0.46 , 0.28 ( ----- *| ----- ), 0.14, 0.32, 0.48, 0.56, 0.73
1 , co_training_sv_GNB_KNN , 0.49 , 0.27 ( ----- * ----- ), 0.20, 0.36, 0.50, 0.59, 0.74
1 , co_training_sv_DT_SVM , 0.49 , 0.36 ( -------- * --- ), 0.15, 0.40, 0.51, 0.63, 0.73
1 , co_training_sv_DT_RF , 0.5 , 0.29 ( ------ * ---- ), 0.20, 0.40, 0.51, 0.63, 0.75
1 , co_training_sv_LR_DT , 0.5 , 0.3 ( -------- |* ----- ), 0.15, 0.39, 0.53, 0.63, 0.78
2 , co_training_sv_LR_SVM , 0.53 , 0.29 ( ------ |* ------ ), 0.20, 0.41, 0.53, 0.62, 0.81
2 , co_training_sv_DT_GNB , 0.53 , 0.3 ( ------ |* ---- ), 0.20, 0.39, 0.53, 0.68, 0.79
2 , co_training_sv_LR_KNN , 0.54 , 0.27 ( -------- | * ----- ), 0.19, 0.43, 0.55, 0.62, 0.78
2 , co_training_sv_SVM_KNN , 0.56 , 0.28 ( -------- | * ---- ), 0.19, 0.42, 0.56, 0.66, 0.78
2 , co_training_sv_RF_KNN , 0.56 , 0.27 ( ---------| * ----- ), 0.20, 0.48, 0.57, 0.67, 0.81
2 , co_training_sv_DT_KNN , 0.57 , 0.31 ( ------ | * ---- ), 0.22, 0.41, 0.57, 0.67, 0.80
2 , co_training_sv_LR_RF , 0.58 , 0.33 ( ------ | * ----- ), 0.29, 0.45, 0.58, 0.70, 0.86
2 , co_training_sv_RF_SVM , 0.59 , 0.29 ( ------- | * ---- ), 0.23, 0.47, 0.60, 0.71, 0.85
Popt20
1 , co_training_sv_LR_GNB , 0.78 , 0.16 ( ----- |* ---- ), 0.62, 0.71, 0.78, 0.83, 0.91
1 , co_training_sv_RF_GNB , 0.79 , 0.14 ( ----- | * --- ), 0.62, 0.71, 0.79, 0.84, 0.90
1 , co_training_sv_GNB_SVM , 0.79 , 0.13 ( ----- | * ---- ), 0.64, 0.72, 0.79, 0.83, 0.91
2 , co_training_sv_GNB_KNN , 0.82 , 0.12 ( -----| * --- ), 0.68, 0.77, 0.83, 0.88, 0.92
2 , co_training_sv_LR_RF , 0.84 , 0.12 ( ------|- * ----- ), 0.66, 0.80, 0.84, 0.89, 0.97
2 , co_training_sv_LR_DT , 0.84 , 0.12 ( ----|- * --- ), 0.69, 0.79, 0.84, 0.90, 0.95
2 , co_training_sv_LR_KNN , 0.84 , 0.16 ( ---|-- * ---- ), 0.71, 0.80, 0.85, 0.90, 0.95
2 , co_training_sv_DT_SVM , 0.84 , 0.12 ( -----|- * -- ), 0.67, 0.80, 0.85, 0.91, 0.95
2 , co_training_sv_RF_SVM , 0.84 , 0.19 ( ----| * ---- ), 0.69, 0.78, 0.85, 0.91, 0.97
2 , co_training_sv_SVM_KNN , 0.85 , 0.16 ( ---|- * --- ), 0.70, 0.80, 0.85, 0.91, 0.95
2 , co_training_sv_DT_GNB , 0.85 , 0.11 ( --|-- * ---- ), 0.73, 0.81, 0.85, 0.90, 0.95
2 , co_training_sv_LR_SVM , 0.85 , 0.13 ( ------| * --- ), 0.66, 0.78, 0.85, 0.90, 0.94
2 , co_training_sv_DT_RF , 0.85 , 0.13 ( ---|- * -- ), 0.71, 0.79, 0.85, 0.91, 0.95
2 , co_training_sv_DT_KNN , 0.87 , 0.12 ( --|-- * - ), 0.72, 0.81, 0.88, 0.92, 0.95
2 , co_training_sv_RF_KNN , 0.88 , 0.14 ( ---|-- * -- ), 0.71, 0.80, 0.88, 0.91, 0.95
Multi View
Recall
1 , co_training_mv_DT_KNN , 0.54 , 0.24 ( --- |* ---- ), 0.36, 0.45, 0.55, 0.68, 0.80
1 , co_training_mv_DT_GNB , 0.57 , 0.25 ( --- | * --- ), 0.40, 0.49, 0.57, 0.69, 0.80
1 , co_training_mv_DT_SVM , 0.57 , 0.23 ( ------| * ----- ), 0.33, 0.52, 0.58, 0.70, 0.85
1 , co_training_mv_DT_RF , 0.58 , 0.26 ( ----| * ---- ), 0.38, 0.51, 0.58, 0.72, 0.85
1 , co_training_mv_LR_DT , 0.6 , 0.24 ( --- | * --- ), 0.38, 0.50, 0.60, 0.70, 0.80
2 , co_training_mv_RF_KNN , 0.67 , 0.35 ( --- | * --- ), 0.40, 0.50, 0.67, 0.78, 0.89
2 , co_training_mv_LR_KNN , 0.67 , 0.23 ( ---|- * ---- ), 0.43, 0.59, 0.67, 0.77, 0.91
2 , co_training_mv_SVM_KNN , 0.67 , 0.22 ( --|-- * -- ), 0.44, 0.61, 0.68, 0.79, 0.86
2 , co_training_mv_RF_SVM , 0.72 , 0.29 ( ---|- * --- ), 0.42, 0.59, 0.73, 0.80, 0.92
3 , co_training_mv_LR_RF , 0.74 , 0.25 ( ---|-- * --- ), 0.41, 0.60, 0.75, 0.83, 0.92
3 , co_training_mv_LR_SVM , 0.75 , 0.26 ( |---- * --- ), 0.51, 0.67, 0.76, 0.90, 0.98
3 , co_training_mv_GNB_KNN , 0.81 , 0.26 ( --|---- * --- ), 0.44, 0.68, 0.81, 0.89, 0.97
4 , co_training_mv_RF_GNB , 0.89 , 0.26 ( --|------- * - ), 0.47, 0.78, 0.89, 0.95, 0.98
4 , co_training_mv_GNB_SVM , 0.89 , 0.18 ( --|-------- * - ), 0.46, 0.80, 0.90, 0.95, 0.99
4 , co_training_mv_LR_GNB , 0.91 , 0.2 ( --|-------- *- ), 0.46, 0.81, 0.92, 0.96, 0.99
Pf
1 , co_training_mv_RF_SVM , 0.22 , 0.18 ( --- * ---- | ), 0.07, 0.16, 0.22, 0.32, 0.45
1 , co_training_mv_DT_KNN , 0.24 , 0.14 ( -- * -- | ), 0.11, 0.18, 0.24, 0.28, 0.35
1 , co_training_mv_RF_KNN , 0.24 , 0.17 ( -- * ---- | ), 0.12, 0.17, 0.24, 0.32, 0.44
1 , co_training_mv_LR_RF , 0.24 , 0.16 ( --- * -----| ), 0.10, 0.18, 0.24, 0.32, 0.46
2 , co_training_mv_DT_GNB , 0.27 , 0.14 ( - * ---- | ), 0.15, 0.20, 0.27, 0.33, 0.44
2 , co_training_mv_DT_RF , 0.27 , 0.14 ( ---- * ---- | ), 0.10, 0.22, 0.28, 0.33, 0.43
2 , co_training_mv_SVM_KNN , 0.28 , 0.16 ( --- * ----| ), 0.15, 0.22, 0.28, 0.36, 0.49
2 , co_training_mv_DT_SVM , 0.29 , 0.14 ( ---- *---- | ), 0.12, 0.22, 0.30, 0.33, 0.46
2 , co_training_mv_LR_DT , 0.3 , 0.13 ( --- * ----| ), 0.17, 0.25, 0.30, 0.35, 0.51
2 , co_training_mv_LR_SVM , 0.3 , 0.2 ( --- *----| ), 0.15, 0.21, 0.31, 0.36, 0.48
2 , co_training_mv_LR_KNN , 0.31 , 0.17 ( -- * ---| ), 0.20, 0.26, 0.32, 0.38, 0.52
3 , co_training_mv_GNB_KNN , 0.39 , 0.2 ( ---- * |--- ), 0.18, 0.32, 0.39, 0.46, 0.60
4 , co_training_mv_RF_GNB , 0.47 , 0.28 ( ------ |* ----- ), 0.19, 0.38, 0.51, 0.60, 0.75
4 , co_training_mv_GNB_SVM , 0.51 , 0.35 ( ------- |* ------- ), 0.17, 0.40, 0.51, 0.62, 0.83
4 , co_training_mv_LR_GNB , 0.52 , 0.37 ( ------ |* ------ ), 0.19, 0.38, 0.52, 0.67, 0.83
Precision
1 , co_training_mv_GNB_SVM , 0.45 , 0.27 ( ---- * |----- ), 0.14, 0.29, 0.46, 0.54, 0.73
1 , co_training_mv_LR_GNB , 0.45 , 0.32 ( ---- * | ----- ), 0.14, 0.29, 0.45, 0.57, 0.73
1 , co_training_mv_RF_GNB , 0.46 , 0.28 ( ------ *|---- ), 0.13, 0.31, 0.47, 0.55, 0.70
2 , co_training_mv_LR_DT , 0.47 , 0.3 ( ----- *| ---- ), 0.18, 0.36, 0.48, 0.61, 0.75
2 , co_training_mv_GNB_KNN , 0.48 , 0.3 ( ----- *| ----- ), 0.17, 0.35, 0.48, 0.60, 0.76
2 , co_training_mv_DT_RF , 0.48 , 0.33 ( ------ *| --- ), 0.20, 0.40, 0.49, 0.64, 0.74
2 , co_training_mv_DT_GNB , 0.49 , 0.32 ( ------ *| ----- ), 0.20, 0.39, 0.49, 0.64, 0.80
2 , co_training_mv_DT_KNN , 0.5 , 0.32 ( ----- *| ---- ), 0.26, 0.43, 0.50, 0.65, 0.78
2 , co_training_mv_DT_SVM , 0.5 , 0.33 ( ----- * ----- ), 0.20, 0.36, 0.51, 0.61, 0.79
2 , co_training_mv_LR_SVM , 0.52 , 0.31 ( ------ * ---- ), 0.18, 0.38, 0.53, 0.65, 0.79
2 , co_training_mv_LR_KNN , 0.52 , 0.25 ( ----- * ----- ), 0.23, 0.39, 0.53, 0.58, 0.74
2 , co_training_mv_SVM_KNN , 0.53 , 0.27 ( ------- * ---- ), 0.17, 0.41, 0.53, 0.64, 0.80
2 , co_training_mv_RF_KNN , 0.55 , 0.27 ( --------- |* ---- ), 0.16, 0.45, 0.56, 0.65, 0.79
2 , co_training_mv_LR_RF , 0.56 , 0.38 ( ------ |* ----- ), 0.20, 0.39, 0.56, 0.70, 0.84
2 , co_training_mv_RF_SVM , 0.55 , 0.31 ( ------ | * ---- ), 0.26, 0.45, 0.58, 0.70, 0.83
Popt20
1 , co_training_mv_LR_GNB , 0.77 , 0.15 ( ----| * -- ), 0.64, 0.71, 0.77, 0.83, 0.88
1 , co_training_mv_RF_GNB , 0.76 , 0.14 ( ----| * ---- ), 0.65, 0.72, 0.78, 0.84, 0.91
1 , co_training_mv_GNB_SVM , 0.79 , 0.12 ( ------| * --- ), 0.61, 0.72, 0.80, 0.82, 0.90
1 , co_training_mv_GNB_KNN , 0.8 , 0.12 ( ---|- * ---- ), 0.67, 0.77, 0.81, 0.86, 0.93
2 , co_training_mv_LR_SVM , 0.84 , 0.14 ( --|- * --- ), 0.68, 0.77, 0.84, 0.89, 0.95
2 , co_training_mv_LR_KNN , 0.85 , 0.12 ( -|-- * --- ), 0.70, 0.79, 0.85, 0.90, 0.95
2 , co_training_mv_SVM_KNN , 0.85 , 0.13 ( -|--- * -- ), 0.71, 0.79, 0.85, 0.91, 0.96
2 , co_training_mv_DT_RF , 0.85 , 0.1 ( -|---- * --- ), 0.70, 0.82, 0.85, 0.90, 0.96
2 , co_training_mv_LR_RF , 0.85 , 0.13 ( --|--- * --- ), 0.68, 0.80, 0.85, 0.91, 0.96
2 , co_training_mv_RF_KNN , 0.86 , 0.11 ( |---- * -- ), 0.71, 0.81, 0.86, 0.91, 0.95
2 , co_training_mv_DT_SVM , 0.86 , 0.12 ( --|---- *-- ), 0.69, 0.81, 0.86, 0.89, 0.94
2 , co_training_mv_LR_DT , 0.86 , 0.14 ( -|--- *--- ), 0.70, 0.79, 0.87, 0.90, 0.95
2 , co_training_mv_RF_SVM , 0.86 , 0.13 ( -|--- * --- ), 0.69, 0.80, 0.87, 0.92, 0.97
2 , co_training_mv_DT_GNB , 0.86 , 0.13 ( |---- * -- ), 0.71, 0.81, 0.87, 0.91, 0.95
2 , co_training_mv_DT_KNN , 0.86 , 0.12 ( |---- * -- ), 0.71, 0.81, 0.87, 0.91, 0.95
Self-Training Results:
Recall
1 , self_training_DT , 0.59 , 0.33 ( ------ | * --- ), 0.29, 0.48, 0.60, 0.73, 0.82
1 , self_training_RF , 0.61 , 0.45 ( --------- | * ----- ), 0.18, 0.48, 0.64, 0.80, 0.94
1 , self_training_KNN , 0.65 , 0.32 ( ---- | * --- ), 0.35, 0.50, 0.66, 0.78, 0.90
2 , self_training_LR , 0.71 , 0.22 ( ---|-- * ----- ), 0.43, 0.61, 0.71, 0.80, 0.95
2 , self_training_SVM , 0.72 , 0.32 ( ---|- * -- ), 0.41, 0.59, 0.73, 0.88, 0.95
3 , self_training_GNB , 0.91 , 0.13 ( -|--------- *- ), 0.47, 0.85, 0.92, 0.95, 0.98
Pf
1 , self_training_RF , 0.14 , 0.18 (-- * ---- | ), 0.03, 0.07, 0.15, 0.25, 0.39
2 , self_training_KNN , 0.24 , 0.15 ( --- * -----| ), 0.11, 0.18, 0.24, 0.32, 0.51
2 , self_training_SVM , 0.24 , 0.23 ( --- * ---| ), 0.09, 0.16, 0.26, 0.38, 0.48
2 , self_training_DT , 0.26 , 0.17 ( --- * --- | ), 0.10, 0.20, 0.27, 0.34, 0.43
2 , self_training_LR , 0.26 , 0.2 ( --- * ---|- ), 0.12, 0.21, 0.28, 0.37, 0.53
3 , self_training_GNB , 0.58 , 0.26 ( ----------| * ----- ), 0.18, 0.47, 0.58, 0.67, 0.83
Precision
1 , self_training_GNB , 0.43 , 0.29 ( ----- * | ---- ), 0.14, 0.29, 0.43, 0.55, 0.70
1 , self_training_DT , 0.5 , 0.31 ( ------ * ----- ), 0.17, 0.36, 0.51, 0.64, 0.78
1 , self_training_LR , 0.52 , 0.3 ( ------ |* ----- ), 0.18, 0.38, 0.52, 0.63, 0.78
1 , self_training_KNN , 0.53 , 0.28 ( ------ |* ---- ), 0.20, 0.40, 0.54, 0.64, 0.76
1 , self_training_SVM , 0.53 , 0.28 ( ------ |* ---- ), 0.22, 0.41, 0.54, 0.66, 0.80
2 , self_training_RF , 0.63 , 0.31 ( --------| * ---- ), 0.23, 0.50, 0.64, 0.73, 0.85
Popt20
1 , self_training_GNB , 0.77 , 0.14 ( | -- * -- ), 0.65, 0.71, 0.77, 0.84, 0.91
2 , self_training_LR , 0.81 , 0.14 ( | ---- * -- ), 0.67, 0.78, 0.81, 0.88, 0.94
2 , self_training_SVM , 0.85 , 0.18 ( | --- *-- ), 0.67, 0.74, 0.85, 0.89, 0.96
2 , self_training_DT , 0.85 , 0.12 ( | ---- *-- ), 0.69, 0.82, 0.86, 0.90, 0.94
2 , self_training_KNN , 0.87 , 0.14 ( | -- *- ), 0.71, 0.78, 0.88, 0.91, 0.96
2 , self_training_RF , 0.89 , 0.13 ( | ----- *- ), 0.65, 0.81, 0.89, 0.92, 0.96
Boosting Results:
Recall
1 , boosting_LR , 0.41 , 0.54 ( ------ * | ----- ), 0.09, 0.30, 0.42, 0.71, 0.90
1 , boosting_SVM , 0.5 , 0.58 ( ---- * --- ), 0.07, 0.23, 0.52, 0.76, 0.86
1 , boosting_DT , 0.54 , 0.3 ( -- |* -- ), 0.32, 0.40, 0.55, 0.68, 0.77
1 , boosting_RF , 0.54 , 0.42 ( ------ |* ----- ), 0.15, 0.34, 0.55, 0.70, 0.85
1 , boosting_KNN , 0.57 , 0.37 ( ------- | * --- ), 0.20, 0.42, 0.57, 0.72, 0.81
2 , boosting_GNB , 0.92 , 0.12 ( |---------- * ), 0.53, 0.88, 0.92, 0.97, 1.00
Pf
1 , boosting_SVM , 0.11 , 0.19 (- * -------- | ), 0.02, 0.06, 0.12, 0.21, 0.43
1 , boosting_RF , 0.12 , 0.16 ( - * --- | ), 0.04, 0.08, 0.14, 0.22, 0.31
1 , boosting_LR , 0.13 , 0.19 (-- * --------| ), 0.03, 0.08, 0.14, 0.22, 0.47
1 , boosting_KNN , 0.18 , 0.16 ( -- * --- | ), 0.08, 0.12, 0.18, 0.26, 0.36
2 , boosting_DT , 0.25 , 0.11 ( --- * ---- | ), 0.14, 0.23, 0.26, 0.32, 0.44
3 , boosting_GNB , 0.56 , 0.25 ( ------ | * ---- ), 0.25, 0.45, 0.56, 0.66, 0.76
Precision
1 , boosting_GNB , 0.45 , 0.28 ( ---- * |----- ), 0.14, 0.30, 0.45, 0.52, 0.71
1 , boosting_DT , 0.48 , 0.32 ( ------ *| ---- ), 0.16, 0.34, 0.49, 0.63, 0.76
2 , boosting_LR , 0.52 , 0.4 ( --------- |* --- ), 0.08, 0.38, 0.54, 0.73, 0.81
2 , boosting_KNN , 0.54 , 0.33 ( ---------- |* --- ), 0.13, 0.45, 0.55, 0.69, 0.80
2 , boosting_RF , 0.58 , 0.38 ( -------- | * --- ), 0.18, 0.44, 0.58, 0.75, 0.85
2 , boosting_SVM , 0.61 , 0.31 ( ------------ | * --- ), 0.06, 0.45, 0.61, 0.72, 0.81
Popt20
1 , boosting_GNB , 0.77 , 0.16 ( | -- * -- ), 0.62, 0.70, 0.78, 0.83, 0.92
2 , boosting_SVM , 0.85 , 0.18 ( | --- * - ), 0.66, 0.77, 0.85, 0.93, 0.96
2 , boosting_LR , 0.85 , 0.18 ( | ---- * - ), 0.62, 0.77, 0.85, 0.91, 0.95
3 , boosting_DT , 0.89 , 0.11 ( | -- *- ), 0.76, 0.82, 0.90, 0.93, 0.95
3 , boosting_RF , 0.9 , 0.13 ( | ---- * - ), 0.72, 0.84, 0.90, 0.95, 0.97
3 , boosting_KNN , 0.9 , 0.12 ( | --- *- ), 0.73, 0.84, 0.91, 0.94, 0.98