Semi Supervised results #4
Description
All 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 , co_training_mv_DT_KNN , 0.54 , 0.24 ( --- |* ---- ), 0.36, 0.45, 0.55, 0.68, 0.80
2 , boosting_KNN , 0.57 , 0.37 ( ------- | * --- ), 0.20, 0.42, 0.57, 0.72, 0.81
2 , co_training_mv_DT_GNB , 0.57 , 0.25 ( --- | * --- ), 0.40, 0.49, 0.57, 0.69, 0.80
2 , co_training_mv_DT_SVM , 0.57 , 0.23 ( ------| * ----- ), 0.33, 0.52, 0.58, 0.70, 0.85
2 , coForest , 0.58 , 0.38 ( ------ | * ---- ), 0.25, 0.46, 0.58, 0.76, 0.89
2 , co_training_mv_DT_RF , 0.58 , 0.26 ( ----| * ---- ), 0.38, 0.51, 0.58, 0.72, 0.85
2 , self_training_DT , 0.59 , 0.33 ( ------ | * --- ), 0.29, 0.48, 0.60, 0.73, 0.82
2 , co_training_mv_LR_DT , 0.6 , 0.24 ( --- | * --- ), 0.38, 0.50, 0.60, 0.70, 0.80
2 , DT , 0.61 , 0.27 ( -------| * --- ), 0.30, 0.52, 0.61, 0.72, 0.82
2 , co_training_sv_DT_KNN , 0.61 , 0.28 ( ---- | * ----- ), 0.35, 0.48, 0.61, 0.70, 0.84
2 , co_training_sv_LR_DT , 0.62 , 0.28 ( -----| * --- ), 0.36, 0.53, 0.62, 0.75, 0.85
2 , self_training_RF , 0.61 , 0.45 ( --------- | * ----- ), 0.18, 0.48, 0.64, 0.80, 0.94
2 , co_training_sv_DT_GNB , 0.63 , 0.29 ( ----| * --- ), 0.38, 0.52, 0.65, 0.77, 0.89
2 , co_training_sv_DT_RF , 0.63 , 0.29 ( ----- | * ----- ), 0.30, 0.47, 0.65, 0.73, 0.88
2 , co_training_sv_DT_SVM , 0.64 , 0.26 ( -----| * ---- ), 0.36, 0.51, 0.65, 0.71, 0.84
2 , self_training_KNN , 0.65 , 0.32 ( ---- | * --- ), 0.35, 0.50, 0.66, 0.78, 0.90
3 , co_training_mv_RF_KNN , 0.67 , 0.35 ( --- | * --- ), 0.40, 0.50, 0.67, 0.78, 0.89
3 , KNN , 0.67 , 0.27 ( ----| * -- ), 0.39, 0.55, 0.67, 0.79, 0.85
3 , co_training_sv_RF_KNN , 0.66 , 0.32 ( ----| * -- ), 0.39, 0.54, 0.68, 0.80, 0.89
3 , co_training_mv_LR_KNN , 0.67 , 0.23 ( ---|- * ---- ), 0.43, 0.59, 0.67, 0.77, 0.91
3 , co_training_mv_SVM_KNN , 0.67 , 0.22 ( --|-- * -- ), 0.44, 0.61, 0.68, 0.79, 0.86
3 , RF , 0.69 , 0.37 ( ------ | * ---- ), 0.29, 0.49, 0.69, 0.78, 0.92
3 , co_training_sv_LR_KNN , 0.69 , 0.24 ( ----|-- * --- ), 0.40, 0.61, 0.70, 0.81, 0.92
4 , self_training_LR , 0.71 , 0.22 ( ---|-- * ----- ), 0.43, 0.61, 0.71, 0.80, 0.95
4 , LabelSpreading , 0.71 , 0.29 ( ---|- * -- ), 0.42, 0.60, 0.72, 0.86, 0.93
4 , self_training_SVM , 0.72 , 0.32 ( ---|- * -- ), 0.41, 0.59, 0.73, 0.88, 0.95
4 , co_training_mv_RF_SVM , 0.72 , 0.29 ( ---|- * --- ), 0.42, 0.59, 0.73, 0.80, 0.92
4 , LabelPropagation , 0.73 , 0.36 ( ----|- * -- ), 0.39, 0.57, 0.73, 0.88, 0.95
4 , co_training_sv_SVM_KNN , 0.73 , 0.27 ( -----|-- * -- ), 0.36, 0.62, 0.74, 0.82, 0.90
4 , co_training_sv_LR_RF , 0.73 , 0.31 ( --|-- * -- ), 0.46, 0.61, 0.74, 0.85, 0.93
4 , co_training_sv_RF_SVM , 0.74 , 0.28 ( ----|-- * --- ), 0.40, 0.60, 0.75, 0.85, 0.95
4 , co_training_mv_LR_RF , 0.74 , 0.25 ( ---|-- * --- ), 0.41, 0.60, 0.75, 0.83, 0.92
4 , co_training_sv_LR_SVM , 0.75 , 0.23 ( |---- * -- ), 0.53, 0.67, 0.75, 0.87, 0.96
4 , S3VM , 0.75 , 0.22 ( | --- * --- ), 0.58, 0.67, 0.76, 0.85, 0.95
4 , co_training_mv_LR_SVM , 0.75 , 0.26 ( |---- * --- ), 0.51, 0.67, 0.76, 0.90, 0.98
5 , LR , 0.77 , 0.2 ( |----- * -- ), 0.55, 0.71, 0.77, 0.87, 0.96
5 , EATT , 0.78 , 0.25 ( |---- * - ), 0.56, 0.68, 0.79, 0.92, 0.96
5 , SVM , 0.79 , 0.29 ( -|--- * --- ), 0.50, 0.65, 0.79, 0.90, 0.97
5 , Semi_GMM , 0.78 , 0.29 ( |--- * --- ), 0.55, 0.65, 0.81, 0.89, 1.00
5 , co_training_mv_GNB_KNN , 0.81 , 0.26 ( --|---- * --- ), 0.44, 0.68, 0.81, 0.89, 0.97
5 , co_training_sv_GNB_KNN , 0.82 , 0.3 ( --|---- *--- ), 0.45, 0.70, 0.84, 0.90, 0.97
6 , co_training_mv_RF_GNB , 0.89 , 0.26 ( --|------- * - ), 0.47, 0.78, 0.89, 0.95, 0.98
6 , co_training_mv_GNB_SVM , 0.89 , 0.18 ( --|-------- * - ), 0.46, 0.80, 0.90, 0.95, 0.99
6 , co_training_sv_RF_GNB , 0.9 , 0.2 ( ---|------- * - ), 0.41, 0.79, 0.90, 0.94, 0.99
6 , co_training_sv_LR_GNB , 0.9 , 0.22 ( ---|-------- * - ), 0.41, 0.82, 0.90, 0.96, 0.99
6 , co_training_sv_GNB_SVM , 0.9 , 0.22 ( ---|------- *- ), 0.42, 0.79, 0.91, 0.96, 0.99
6 , co_training_mv_LR_GNB , 0.91 , 0.2 ( --|-------- *- ), 0.46, 0.81, 0.92, 0.96, 0.99
6 , self_training_GNB , 0.91 , 0.13 ( -|--------- *- ), 0.47, 0.85, 0.92, 0.95, 0.98
6 , GNB , 0.92 , 0.14 ( -|---------- *- ), 0.48, 0.87, 0.92, 0.95, 0.99
6 , 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 , self_training_RF , 0.14 , 0.18 (-- * ---- | ), 0.03, 0.07, 0.15, 0.25, 0.39
1 , coForest , 0.16 , 0.19 ( - * ---- | ), 0.04, 0.10, 0.17, 0.27, 0.38
1 , RF , 0.17 , 0.17 ( -- * --- | ), 0.04, 0.10, 0.18, 0.27, 0.36
1 , boosting_KNN , 0.18 , 0.16 ( - * --- | ), 0.08, 0.12, 0.18, 0.26, 0.36
2 , co_training_sv_RF_SVM , 0.21 , 0.19 ( - * ----- | ), 0.07, 0.13, 0.21, 0.29, 0.45
2 , co_training_sv_DT_KNN , 0.21 , 0.12 ( - *---- | ), 0.11, 0.16, 0.21, 0.26, 0.40
2 , co_training_sv_RF_KNN , 0.21 , 0.17 ( - * ---- | ), 0.11, 0.17, 0.21, 0.30, 0.44
2 , co_training_sv_LR_RF , 0.22 , 0.19 ( --- * --- | ), 0.07, 0.15, 0.22, 0.30, 0.42
2 , co_training_mv_RF_SVM , 0.22 , 0.18 ( --- * ---- | ), 0.07, 0.16, 0.22, 0.32, 0.45
3 , co_training_mv_DT_KNN , 0.24 , 0.14 ( -- *-- | ), 0.11, 0.18, 0.24, 0.28, 0.35
3 , co_training_mv_RF_KNN , 0.24 , 0.17 ( -- * ---- | ), 0.12, 0.17, 0.24, 0.32, 0.44
3 , co_training_mv_LR_RF , 0.24 , 0.16 ( --- * ---- | ), 0.10, 0.18, 0.24, 0.32, 0.46
3 , self_training_KNN , 0.24 , 0.15 ( -- * ------| ), 0.11, 0.18, 0.24, 0.32, 0.51
3 , self_training_SVM , 0.24 , 0.23 ( -- * --- | ), 0.09, 0.16, 0.26, 0.38, 0.48
3 , KNN , 0.25 , 0.13 ( -- * -----| ), 0.17, 0.22, 0.25, 0.34, 0.51
3 , boosting_DT , 0.25 , 0.11 ( -- * ---- | ), 0.14, 0.23, 0.26, 0.32, 0.44
3 , co_training_sv_SVM_KNN , 0.26 , 0.17 ( -- * ----- | ), 0.14, 0.21, 0.27, 0.33, 0.48
3 , EATT , 0.26 , 0.22 ( --- * ---- | ), 0.10, 0.21, 0.27, 0.36, 0.47
3 , co_training_mv_DT_GNB , 0.27 , 0.14 ( - * --- | ), 0.15, 0.20, 0.27, 0.33, 0.44
3 , self_training_DT , 0.26 , 0.17 ( --- * -- | ), 0.10, 0.20, 0.27, 0.34, 0.43
3 , self_training_LR , 0.26 , 0.2 ( --- * ----| ), 0.12, 0.21, 0.28, 0.37, 0.53
3 , co_training_mv_DT_RF , 0.27 , 0.14 ( --- *--- | ), 0.10, 0.22, 0.28, 0.33, 0.43
3 , co_training_sv_DT_RF , 0.27 , 0.17 ( --- * --- | ), 0.12, 0.21, 0.28, 0.34, 0.46
3 , LabelPropagation , 0.27 , 0.25 ( -- * ----|- ), 0.12, 0.17, 0.28, 0.39, 0.58
3 , co_training_sv_DT_GNB , 0.28 , 0.14 ( - *---- | ), 0.14, 0.20, 0.28, 0.33, 0.45
3 , co_training_sv_LR_DT , 0.28 , 0.15 ( --- * --- | ), 0.12, 0.22, 0.28, 0.34, 0.43
3 , co_training_mv_SVM_KNN , 0.28 , 0.16 ( -- * ---- | ), 0.15, 0.22, 0.28, 0.36, 0.49
3 , co_training_sv_LR_KNN , 0.28 , 0.15 ( - * ---- | ), 0.17, 0.23, 0.28, 0.35, 0.47
3 , co_training_sv_LR_SVM , 0.28 , 0.19 ( -- * --- | ), 0.14, 0.22, 0.28, 0.36, 0.46
3 , co_training_sv_DT_SVM , 0.28 , 0.14 ( --- * ---- | ), 0.14, 0.23, 0.29, 0.34, 0.49
3 , DT , 0.28 , 0.13 ( --- *---- | ), 0.12, 0.21, 0.29, 0.32, 0.44
3 , LabelSpreading , 0.29 , 0.22 ( -- * ----| ), 0.12, 0.18, 0.29, 0.37, 0.56
3 , co_training_mv_DT_SVM , 0.29 , 0.14 ( --- *---- | ), 0.12, 0.22, 0.30, 0.33, 0.46
4 , co_training_mv_LR_DT , 0.3 , 0.13 ( -- *-----| ), 0.17, 0.25, 0.30, 0.35, 0.51
4 , SVM , 0.3 , 0.17 ( --- *-----| ), 0.13, 0.21, 0.31, 0.36, 0.53
4 , co_training_mv_LR_SVM , 0.3 , 0.2 ( -- *---- | ), 0.15, 0.21, 0.31, 0.36, 0.48
4 , co_training_mv_LR_KNN , 0.31 , 0.17 ( -- * ----| ), 0.20, 0.26, 0.32, 0.38, 0.52
4 , LR , 0.31 , 0.17 ( --- * ----| ), 0.15, 0.24, 0.32, 0.39, 0.52
5 , S3VM , 0.35 , 0.15 ( -- * -- | ), 0.21, 0.30, 0.36, 0.43, 0.50
6 , co_training_mv_GNB_KNN , 0.39 , 0.2 ( ---- * --|- ), 0.18, 0.32, 0.39, 0.46, 0.60
6 , co_training_sv_GNB_KNN , 0.4 , 0.19 ( ---- * --|-- ), 0.15, 0.29, 0.40, 0.45, 0.60
7 , co_training_sv_RF_GNB , 0.47 , 0.34 ( ----- *| ----- ), 0.16, 0.33, 0.47, 0.60, 0.73
7 , co_training_sv_GNB_SVM , 0.47 , 0.37 ( ----- *| ----- ), 0.16, 0.33, 0.47, 0.61, 0.78
7 , co_training_mv_RF_GNB , 0.47 , 0.28 ( ------ * ---- ), 0.19, 0.38, 0.51, 0.60, 0.75
7 , GNB , 0.51 , 0.32 ( ------- * ---- ), 0.19, 0.42, 0.52, 0.67, 0.82
7 , co_training_sv_LR_GNB , 0.51 , 0.38 ( ------- * ------ ), 0.15, 0.38, 0.51, 0.63, 0.81
7 , co_training_mv_GNB_SVM , 0.51 , 0.35 ( ------ * ------ ), 0.17, 0.40, 0.51, 0.62, 0.83
7 , co_training_mv_LR_GNB , 0.52 , 0.37 ( ------ * ---- ), 0.19, 0.38, 0.52, 0.67, 0.83
8 , boosting_GNB , 0.56 , 0.25 ( ------ |* --- ), 0.25, 0.45, 0.56, 0.66, 0.76
8 , Semi_GMM , 0.56 , 0.26 ( --- | * ---- ), 0.35, 0.46, 0.57, 0.69, 0.81
8 , self_training_GNB , 0.58 , 0.26 ( --------- | * ---- ), 0.18, 0.47, 0.58, 0.67, 0.83
Precision
1 , Semi_GMM , 0.4 , 0.26 ( ---- * |---- ), 0.15, 0.29, 0.40, 0.53, 0.69
1 , self_training_GNB , 0.43 , 0.29 ( ---- * |---- ), 0.14, 0.29, 0.43, 0.55, 0.70
2 , boosting_GNB , 0.45 , 0.28 ( ---- * |----- ), 0.14, 0.30, 0.45, 0.52, 0.71
2 , co_training_mv_GNB_SVM , 0.45 , 0.27 ( ---- * |----- ), 0.14, 0.29, 0.46, 0.54, 0.73
2 , co_training_mv_LR_GNB , 0.45 , 0.32 ( ---- * | ----- ), 0.14, 0.29, 0.45, 0.57, 0.73
2 , GNB , 0.45 , 0.29 ( ---- * |----- ), 0.15, 0.29, 0.46, 0.55, 0.72
2 , co_training_sv_LR_GNB , 0.46 , 0.31 ( ----- * |------ ), 0.14, 0.32, 0.46, 0.56, 0.74
2 , co_training_sv_RF_GNB , 0.46 , 0.32 ( ----- * | ----- ), 0.14, 0.32, 0.46, 0.57, 0.74
2 , co_training_mv_RF_GNB , 0.46 , 0.28 ( ------ *|---- ), 0.13, 0.31, 0.47, 0.55, 0.70
2 , co_training_sv_GNB_SVM , 0.46 , 0.28 ( ----- *|------ ), 0.14, 0.32, 0.48, 0.56, 0.73
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 , DT , 0.48 , 0.29 ( ------ *| ----- ), 0.22, 0.41, 0.48, 0.63, 0.77
2 , co_training_mv_DT_RF , 0.48 , 0.33 ( ------ *| --- ), 0.20, 0.40, 0.49, 0.64, 0.74
2 , boosting_DT , 0.48 , 0.32 ( ------ *| ---- ), 0.16, 0.34, 0.49, 0.63, 0.76
2 , co_training_mv_DT_GNB , 0.49 , 0.32 ( ------ *| ----- ), 0.20, 0.39, 0.49, 0.64, 0.80
2 , co_training_sv_GNB_KNN , 0.49 , 0.27 ( ----- *| ----- ), 0.20, 0.36, 0.50, 0.59, 0.74
2 , co_training_sv_DT_SVM , 0.49 , 0.36 ( ------- * --- ), 0.15, 0.40, 0.51, 0.63, 0.73
2 , S3VM , 0.5 , 0.33 ( ----- *| ---- ), 0.17, 0.35, 0.50, 0.65, 0.79
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 , self_training_DT , 0.5 , 0.31 ( ----- * ---- ), 0.17, 0.36, 0.51, 0.64, 0.78
2 , co_training_sv_DT_RF , 0.5 , 0.29 ( ------ * ---- ), 0.20, 0.40, 0.51, 0.63, 0.75
2 , co_training_sv_LR_DT , 0.5 , 0.3 ( ------- * ----- ), 0.15, 0.39, 0.53, 0.63, 0.78
2 , LR , 0.52 , 0.3 ( ------ * ----- ), 0.17, 0.40, 0.52, 0.60, 0.79
2 , LabelPropagation , 0.51 , 0.34 ( ------- * -- ), 0.15, 0.39, 0.53, 0.66, 0.73
2 , self_training_LR , 0.52 , 0.3 ( ------ * ----- ), 0.18, 0.38, 0.52, 0.63, 0.78
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 , LabelSpreading , 0.52 , 0.33 ( ----- * --- ), 0.21, 0.40, 0.53, 0.64, 0.74
2 , boosting_LR , 0.52 , 0.4 ( --------- |* --- ), 0.08, 0.38, 0.54, 0.73, 0.81
2 , co_training_sv_LR_SVM , 0.53 , 0.29 ( ------- * ------ ), 0.20, 0.41, 0.53, 0.62, 0.81
2 , co_training_mv_SVM_KNN , 0.53 , 0.27 ( ------- * ---- ), 0.17, 0.41, 0.53, 0.64, 0.80
2 , self_training_KNN , 0.53 , 0.28 ( ------ |* --- ), 0.20, 0.40, 0.54, 0.64, 0.76
2 , self_training_SVM , 0.53 , 0.28 ( ------ |* ---- ), 0.22, 0.41, 0.54, 0.66, 0.80
2 , co_training_sv_DT_GNB , 0.53 , 0.3 ( ------ |* --- ), 0.20, 0.39, 0.53, 0.68, 0.79
2 , KNN , 0.54 , 0.27 ( ----- |* ---- ), 0.21, 0.40, 0.54, 0.62, 0.76
2 , SVM , 0.53 , 0.28 ( ------ |* ----- ), 0.19, 0.40, 0.55, 0.64, 0.80
2 , boosting_KNN , 0.54 , 0.33 ( ---------- |* --- ), 0.13, 0.45, 0.55, 0.69, 0.80
2 , co_training_sv_LR_KNN , 0.54 , 0.27 ( -------- |* ----- ), 0.19, 0.43, 0.55, 0.62, 0.78
2 , EATT , 0.55 , 0.3 ( ------- |* ----- ), 0.17, 0.41, 0.55, 0.67, 0.81
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_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_mv_RF_SVM , 0.55 , 0.31 ( ------ | * ---- ), 0.26, 0.45, 0.58, 0.70, 0.83
2 , co_training_sv_DT_KNN , 0.57 , 0.31 ( ------ | * ---- ), 0.22, 0.41, 0.57, 0.67, 0.80
2 , coForest , 0.57 , 0.26 ( ------- | * ---- ), 0.24, 0.49, 0.57, 0.71, 0.85
3 , co_training_sv_LR_RF , 0.58 , 0.33 ( ----- | * ----- ), 0.29, 0.45, 0.58, 0.70, 0.86
3 , boosting_RF , 0.58 , 0.38 ( -------- | * --- ), 0.18, 0.44, 0.58, 0.75, 0.85
3 , RF , 0.58 , 0.3 ( -------- | * ---- ), 0.23, 0.47, 0.59, 0.71, 0.86
3 , co_training_sv_RF_SVM , 0.59 , 0.29 ( -------- | * ---- ), 0.23, 0.47, 0.60, 0.71, 0.85
3 , boosting_SVM , 0.61 , 0.31 ( ------------ | * --- ), 0.06, 0.45, 0.61, 0.72, 0.81
3 , 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
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 , GNB , 0.77 , 0.13 ( | -- *--- ), 0.64, 0.71, 0.77, 0.83, 0.91
1 , boosting_GNB , 0.77 , 0.16 ( | -- * -- ), 0.62, 0.70, 0.78, 0.83, 0.92
1 , co_training_sv_LR_GNB , 0.78 , 0.16 ( | --- * -- ), 0.62, 0.71, 0.78, 0.83, 0.91
2 , co_training_sv_RF_GNB , 0.79 , 0.14 ( | --- * - ), 0.62, 0.71, 0.79, 0.84, 0.90
2 , co_training_sv_GNB_SVM , 0.79 , 0.13 ( | -- * -- ), 0.64, 0.72, 0.79, 0.83, 0.91
2 , co_training_mv_GNB_SVM , 0.79 , 0.12 ( | --- *-- ), 0.61, 0.72, 0.80, 0.82, 0.90
2 , Semi_GMM , 0.8 , 0.17 ( | ----* - ), 0.64, 0.77, 0.80, 0.87, 0.93
2 , co_training_mv_GNB_KNN , 0.8 , 0.12 ( | --- *-- ), 0.67, 0.77, 0.81, 0.86, 0.93
2 , self_training_LR , 0.81 , 0.14 ( | ---- * -- ), 0.67, 0.78, 0.81, 0.88, 0.94
2 , LR , 0.82 , 0.13 ( | -- * - ), 0.69, 0.76, 0.82, 0.87, 0.93
2 , co_training_sv_GNB_KNN , 0.82 , 0.12 ( | -- * - ), 0.68, 0.77, 0.83, 0.88, 0.92
2 , S3VM , 0.83 , 0.13 ( | --- * -- ), 0.69, 0.79, 0.83, 0.88, 0.94
2 , LabelPropagation , 0.83 , 0.15 ( | ---- *-- ), 0.66, 0.77, 0.83, 0.90, 0.95
3 , co_training_sv_LR_RF , 0.84 , 0.12 ( | ---- *--- ), 0.66, 0.80, 0.84, 0.89, 0.97
3 , SVM , 0.84 , 0.14 ( | --- *-- ), 0.69, 0.78, 0.84, 0.89, 0.95
3 , co_training_mv_LR_SVM , 0.84 , 0.14 ( | -- *-- ), 0.68, 0.77, 0.84, 0.89, 0.95
3 , co_training_sv_LR_DT , 0.84 , 0.12 ( | --- *-- ), 0.69, 0.79, 0.84, 0.90, 0.95
3 , co_training_sv_DT_SVM , 0.84 , 0.12 ( | --- * - ), 0.67, 0.80, 0.85, 0.91, 0.95
3 , co_training_sv_LR_KNN , 0.84 , 0.16 ( | --- *-- ), 0.71, 0.80, 0.85, 0.90, 0.95
3 , EATT , 0.84 , 0.14 ( | --- *-- ), 0.67, 0.78, 0.85, 0.89, 0.96
3 , co_training_sv_RF_SVM , 0.84 , 0.19 ( | --- * -- ), 0.69, 0.78, 0.85, 0.91, 0.97
3 , co_training_sv_SVM_KNN , 0.85 , 0.16 ( | -- * - ), 0.70, 0.80, 0.85, 0.91, 0.95
3 , boosting_SVM , 0.85 , 0.18 ( | --- * - ), 0.66, 0.77, 0.85, 0.93, 0.96
3 , LabelSpreading , 0.84 , 0.12 ( | --- *-- ), 0.67, 0.78, 0.85, 0.89, 0.95
3 , co_training_mv_LR_KNN , 0.85 , 0.12 ( | -- *-- ), 0.70, 0.79, 0.85, 0.90, 0.95
3 , boosting_LR , 0.85 , 0.18 ( | ---- * - ), 0.62, 0.77, 0.85, 0.91, 0.95
3 , co_training_mv_SVM_KNN , 0.85 , 0.13 ( | -- * - ), 0.71, 0.79, 0.85, 0.91, 0.96
3 , self_training_SVM , 0.85 , 0.18 ( | --- *-- ), 0.67, 0.74, 0.85, 0.89, 0.96
3 , co_training_sv_DT_GNB , 0.85 , 0.11 ( | --- *-- ), 0.73, 0.81, 0.85, 0.90, 0.95
3 , co_training_mv_DT_RF , 0.85 , 0.1 ( | --- *-- ), 0.70, 0.82, 0.85, 0.90, 0.96
3 , co_training_mv_LR_RF , 0.85 , 0.13 ( | ---- * - ), 0.68, 0.80, 0.85, 0.91, 0.96
3 , co_training_sv_DT_RF , 0.85 , 0.13 ( | -- * - ), 0.71, 0.79, 0.85, 0.91, 0.95
3 , co_training_sv_LR_SVM , 0.85 , 0.13 ( | ---- *-- ), 0.66, 0.78, 0.85, 0.90, 0.94
3 , self_training_DT , 0.85 , 0.12 ( | ---- *-- ), 0.69, 0.82, 0.86, 0.90, 0.94
3 , co_training_mv_RF_KNN , 0.86 , 0.11 ( | --- * - ), 0.71, 0.81, 0.86, 0.91, 0.95
3 , co_training_mv_DT_SVM , 0.86 , 0.12 ( | ---- *-- ), 0.69, 0.81, 0.86, 0.89, 0.94
3 , DT , 0.86 , 0.14 ( | --- * - ), 0.69, 0.78, 0.86, 0.91, 0.95
3 , KNN , 0.86 , 0.13 ( | --- *- ), 0.72, 0.81, 0.87, 0.91, 0.96
3 , co_training_mv_DT_GNB , 0.86 , 0.13 ( | --- *- ), 0.71, 0.81, 0.87, 0.91, 0.95
3 , co_training_mv_LR_DT , 0.86 , 0.14 ( | --- *- ), 0.70, 0.79, 0.87, 0.90, 0.95
3 , co_training_mv_RF_SVM , 0.86 , 0.13 ( | --- *-- ), 0.69, 0.80, 0.87, 0.92, 0.97
3 , co_training_mv_DT_KNN , 0.86 , 0.12 ( | --- *- ), 0.71, 0.81, 0.87, 0.91, 0.95
3 , co_training_sv_DT_KNN , 0.87 , 0.12 ( | --- *- ), 0.72, 0.81, 0.88, 0.92, 0.95
3 , self_training_KNN , 0.87 , 0.14 ( | -- *- ), 0.71, 0.78, 0.88, 0.91, 0.96
3 , co_training_sv_RF_KNN , 0.88 , 0.14 ( | --- *- ), 0.71, 0.80, 0.88, 0.91, 0.95
3 , RF , 0.88 , 0.13 ( | ---- *- ), 0.67, 0.81, 0.88, 0.92, 0.95
3 , coForest , 0.88 , 0.15 ( | --- *- ), 0.67, 0.80, 0.88, 0.91, 0.96
3 , self_training_RF , 0.89 , 0.13 ( | ----- *- ), 0.65, 0.81, 0.89, 0.92, 0.96
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