Semi-Supervised results with varying amount of labeled data #6
Description
Recall
1 , coForest_1 , 0.43 , 0.35 ( ---- * |----- ), 0.12, 0.25, 0.43, 0.56, 0.72
2 , boosting_KNN_1 , 0.46 , 0.28 ( ----- * | ---- ), 0.21, 0.37, 0.46, 0.57, 0.72
2 , LabelPropagation_1 , 0.47 , 0.47 ( ----- * | ------- ), 0.11, 0.27, 0.47, 0.67, 0.89
2 , KNN_1 , 0.49 , 0.37 ( ----- *| ---- ), 0.12, 0.30, 0.49, 0.60, 0.72
2 , DT_1 , 0.5 , 0.24 ( ---- *| ---- ), 0.28, 0.42, 0.50, 0.60, 0.71
2 , boosting_KNN_5 , 0.53 , 0.25 ( ---- * ---- ), 0.29, 0.42, 0.53, 0.62, 0.74
2 , S3VM_1 , 0.53 , 0.33 ( --------- * --- ), 0.12, 0.43, 0.53, 0.60, 0.71
3 , self_training_SVM_1 , 0.55 , 0.24 ( ----- |* --- ), 0.30, 0.44, 0.55, 0.65, 0.75
3 , boosting_KNN_10 , 0.54 , 0.23 ( ---- |* --- ), 0.30, 0.45, 0.55, 0.65, 0.74
3 , LR_1 , 0.55 , 0.28 ( ------ |* ---- ), 0.25, 0.46, 0.55, 0.66, 0.79
3 , boosting_KNN_20 , 0.55 , 0.24 ( ---- |* --- ), 0.32, 0.46, 0.55, 0.64, 0.75
3 , LabelSpreading_1 , 0.55 , 0.27 ( ----- |* --- ), 0.30, 0.45, 0.55, 0.67, 0.77
3 , coForest_5 , 0.56 , 0.25 ( --- |* ---- ), 0.36, 0.46, 0.56, 0.65, 0.77
3 , GNB_1 , 0.56 , 0.3 ( ------- |* ---- ), 0.20, 0.42, 0.56, 0.67, 0.82
3 , EATT_1 , 0.56 , 0.43 ( -------- |* --- ), 0.12, 0.38, 0.56, 0.67, 0.80
3 , DT_5 , 0.57 , 0.23 ( -- |* ---- ), 0.40, 0.48, 0.57, 0.66, 0.77
3 , DT_10 , 0.57 , 0.2 ( ----| * --- ), 0.39, 0.50, 0.57, 0.67, 0.76
3 , SVM_1 , 0.58 , 0.29 ( ------ | * ---- ), 0.22, 0.42, 0.58, 0.64, 0.80
3 , coForest_10 , 0.58 , 0.23 ( ----- | * --- ), 0.33, 0.49, 0.58, 0.68, 0.78
3 , DT_20 , 0.58 , 0.2 ( -- | * --- ), 0.41, 0.50, 0.58, 0.66, 0.76
3 , Semi_GMM_1 , 0.59 , 0.31 ( ---------- | * ------ ), 0.14, 0.48, 0.59, 0.67, 0.87
3 , KNN_5 , 0.59 , 0.19 ( ---| * --- ), 0.43, 0.54, 0.59, 0.69, 0.77
3 , coForest_20 , 0.6 , 0.22 ( ---| * --- ), 0.40, 0.52, 0.60, 0.69, 0.79
3 , S3VM_5 , 0.61 , 0.13 ( -| *--- ), 0.49, 0.56, 0.61, 0.66, 0.76
3 , KNN_10 , 0.61 , 0.19 ( ---| * --- ), 0.42, 0.54, 0.61, 0.69, 0.78
3 , LabelPropagation_5 , 0.61 , 0.43 ( ----- | * ---- ), 0.28, 0.45, 0.61, 0.80, 0.93
3 , LabelSpreading_5 , 0.62 , 0.18 ( --| * ---- ), 0.45, 0.54, 0.62, 0.69, 0.81
3 , KNN_20 , 0.62 , 0.19 ( --| * --- ), 0.46, 0.54, 0.62, 0.70, 0.79
3 , self_training_SVM_10 , 0.62 , 0.2 ( ---| * --- ), 0.43, 0.53, 0.62, 0.70, 0.79
3 , self_training_SVM_5 , 0.62 , 0.26 ( -- | * -- ), 0.41, 0.49, 0.62, 0.71, 0.80
4 , self_training_SVM_20 , 0.64 , 0.21 ( --| * -- ), 0.46, 0.56, 0.64, 0.72, 0.79
4 , LR_5 , 0.64 , 0.14 ( -|-- * -- ), 0.49, 0.60, 0.64, 0.71, 0.79
4 , Semi_GMM_10 , 0.64 , 0.2 ( --|- * ---- ), 0.46, 0.58, 0.64, 0.74, 0.87
4 , S3VM_10 , 0.65 , 0.11 ( |-- *--- ), 0.53, 0.61, 0.65, 0.69, 0.77
4 , Semi_GMM_5 , 0.65 , 0.19 ( --| * ---- ), 0.45, 0.56, 0.65, 0.72, 0.85
4 , LabelSpreading_10 , 0.66 , 0.2 ( ---| * --- ), 0.43, 0.57, 0.66, 0.72, 0.82
4 , EATT_5 , 0.66 , 0.19 ( --|- * -- ), 0.46, 0.59, 0.66, 0.74, 0.82
4 , LabelPropagation_20 , 0.66 , 0.28 ( -----| * ---- ), 0.34, 0.55, 0.66, 0.75, 0.87
4 , S3VM_20 , 0.66 , 0.12 ( |-- * -- ), 0.54, 0.61, 0.66, 0.71, 0.80
4 , LabelSpreading_20 , 0.67 , 0.19 ( ---|- *--- ), 0.43, 0.58, 0.67, 0.73, 0.82
4 , LabelPropagation_10 , 0.67 , 0.34 ( ----- | * ---- ), 0.32, 0.50, 0.67, 0.80, 0.91
4 , co_training_sv_LR_SVM_5 , 0.67 , 0.2 ( -|- * -- ), 0.47, 0.60, 0.67, 0.74, 0.81
4 , SVM_5 , 0.67 , 0.2 ( --|- * --- ), 0.45, 0.58, 0.67, 0.74, 0.84
4 , co_training_sv_LR_SVM_1 , 0.67 , 0.21 ( -|-- * --- ), 0.47, 0.60, 0.67, 0.75, 0.84
4 , LR_10 , 0.67 , 0.15 ( |-- * - ), 0.51, 0.61, 0.68, 0.73, 0.79
4 , co_training_mv_LR_SVM_10 , 0.67 , 0.16 ( |- * -- ), 0.50, 0.60, 0.68, 0.74, 0.81
4 , co_training_mv_LR_SVM_5 , 0.68 , 0.16 ( -|-- * -- ), 0.50, 0.62, 0.68, 0.75, 0.81
4 , co_training_mv_LR_SVM_1 , 0.68 , 0.21 ( |-- * -- ), 0.50, 0.62, 0.68, 0.77, 0.85
4 , co_training_sv_LR_SVM_10 , 0.68 , 0.16 ( |-- *-- ), 0.50, 0.61, 0.68, 0.73, 0.79
4 , co_training_sv_LR_SVM_20 , 0.69 , 0.14 ( |-- *-- ), 0.51, 0.63, 0.69, 0.73, 0.80
4 , LR_20 , 0.69 , 0.15 ( |--- * - ), 0.53, 0.63, 0.69, 0.74, 0.79
4 , SVM_10 , 0.68 , 0.17 ( -|-- * -- ), 0.48, 0.60, 0.69, 0.74, 0.82
4 , co_training_mv_LR_SVM_20 , 0.69 , 0.14 ( |--- * -- ), 0.50, 0.63, 0.69, 0.74, 0.81
4 , SVM_20 , 0.69 , 0.17 ( -|-- * -- ), 0.50, 0.62, 0.69, 0.75, 0.82
4 , Semi_GMM_20 , 0.69 , 0.2 ( -|-- * --- ), 0.47, 0.62, 0.69, 0.78, 0.89
4 , EATT_10 , 0.69 , 0.17 ( --|-- * -- ), 0.45, 0.62, 0.69, 0.74, 0.82
4 , EATT_20 , 0.7 , 0.16 ( -|-- * -- ), 0.50, 0.63, 0.70, 0.75, 0.82
5 , GNB_5 , 0.74 , 0.19 ( | --- * -- ), 0.58, 0.69, 0.74, 0.84, 0.91
5 , GNB_10 , 0.81 , 0.18 ( |----- *-- ), 0.56, 0.72, 0.81, 0.86, 0.90
6 , GNB_20 , 0.84 , 0.15 ( | ------ *-- ), 0.59, 0.77, 0.84, 0.89, 0.94
Precision
1 , LabelPropagation_1 , 0.32 , 0.3 ( -- * --|--- ), 0.10, 0.20, 0.32, 0.45, 0.66
1 , KNN_1 , 0.38 , 0.38 ( ---- * |--- ), 0.09, 0.21, 0.38, 0.52, 0.66
1 , Semi_GMM_1 , 0.42 , 0.38 ( ----- * | ---- ), 0.10, 0.26, 0.42, 0.57, 0.72
1 , S3VM_1 , 0.43 , 0.45 ( ---- * |------ ), 0.10, 0.21, 0.43, 0.55, 0.76
2 , self_training_SVM_1 , 0.44 , 0.26 ( ---- * | ---- ), 0.23, 0.34, 0.44, 0.57, 0.73
2 , EATT_1 , 0.44 , 0.43 ( ----- * | ----- ), 0.10, 0.26, 0.44, 0.58, 0.74
2 , LR_1 , 0.44 , 0.32 ( ---- * | ---- ), 0.20, 0.33, 0.44, 0.59, 0.73
2 , SVM_1 , 0.44 , 0.32 ( ---- * | ----- ), 0.19, 0.33, 0.44, 0.57, 0.73
2 , boosting_KNN_1 , 0.46 , 0.3 ( ----- * |----- ), 0.19, 0.34, 0.46, 0.55, 0.72
2 , DT_1 , 0.46 , 0.26 ( ---- * | ----- ), 0.23, 0.37, 0.46, 0.57, 0.74
2 , coForest_1 , 0.46 , 0.42 ( ----- * | ---- ), 0.09, 0.24, 0.46, 0.58, 0.72
2 , co_training_mv_LR_SVM_1 , 0.46 , 0.27 ( -- * |---- ), 0.27, 0.36, 0.46, 0.56, 0.69
2 , co_training_sv_LR_SVM_1 , 0.46 , 0.26 ( ---- * | ---- ), 0.26, 0.38, 0.46, 0.58, 0.72
2 , GNB_1 , 0.46 , 0.31 ( ------ * | ----- ), 0.13, 0.31, 0.46, 0.59, 0.74
2 , Semi_GMM_5 , 0.46 , 0.22 ( ---- * |---- ), 0.26, 0.37, 0.46, 0.54, 0.67
2 , Semi_GMM_20 , 0.47 , 0.29 ( --- *| ---- ), 0.26, 0.35, 0.47, 0.59, 0.72
2 , Semi_GMM_10 , 0.47 , 0.27 ( --- *| ---- ), 0.24, 0.35, 0.47, 0.59, 0.72
2 , LabelSpreading_1 , 0.48 , 0.27 ( ---- *| ----- ), 0.24, 0.38, 0.48, 0.58, 0.74
3 , GNB_10 , 0.51 , 0.25 ( ---- * ----- ), 0.29, 0.40, 0.51, 0.61, 0.77
3 , GNB_20 , 0.51 , 0.27 ( --- * ---- ), 0.28, 0.40, 0.51, 0.61, 0.76
3 , GNB_5 , 0.52 , 0.24 ( --- * ---- ), 0.32, 0.42, 0.52, 0.61, 0.75
3 , LabelPropagation_5 , 0.52 , 0.2 ( --- * --- ), 0.31, 0.43, 0.52, 0.61, 0.73
3 , co_training_mv_LR_SVM_5 , 0.53 , 0.23 ( --- * ---- ), 0.35, 0.45, 0.53, 0.63, 0.77
3 , KNN_5 , 0.54 , 0.24 ( --- |* ---- ), 0.35, 0.43, 0.54, 0.62, 0.74
3 , S3VM_5 , 0.54 , 0.26 ( ---- |* --- ), 0.30, 0.43, 0.54, 0.64, 0.76
3 , KNN_10 , 0.54 , 0.23 ( --- |* ----- ), 0.31, 0.43, 0.54, 0.63, 0.80
3 , LabelPropagation_10 , 0.54 , 0.21 ( ----- |* ---- ), 0.32, 0.48, 0.54, 0.63, 0.76
3 , DT_10 , 0.54 , 0.26 ( ---- |* ----- ), 0.32, 0.44, 0.54, 0.66, 0.81
3 , co_training_sv_LR_SVM_5 , 0.54 , 0.22 ( ---- |* ---- ), 0.35, 0.47, 0.54, 0.65, 0.78
3 , LR_5 , 0.54 , 0.23 ( -- |* ---- ), 0.37, 0.46, 0.54, 0.64, 0.77
3 , DT_20 , 0.55 , 0.29 ( ---- |* ---- ), 0.32, 0.45, 0.55, 0.68, 0.81
3 , LR_10 , 0.55 , 0.25 ( --- |* ---- ), 0.34, 0.44, 0.55, 0.66, 0.80
3 , SVM_5 , 0.55 , 0.24 ( --- |* ---- ), 0.36, 0.45, 0.55, 0.67, 0.77
3 , LR_20 , 0.55 , 0.26 ( --- |* ---- ), 0.34, 0.45, 0.55, 0.68, 0.80
3 , boosting_KNN_10 , 0.55 , 0.25 ( ----- |* --- ), 0.32, 0.47, 0.55, 0.67, 0.79
3 , self_training_SVM_5 , 0.55 , 0.25 ( --- |* ---- ), 0.34, 0.44, 0.55, 0.66, 0.78
3 , co_training_mv_LR_SVM_20 , 0.56 , 0.25 ( ---- |* ----- ), 0.34, 0.47, 0.56, 0.66, 0.81
3 , boosting_KNN_5 , 0.55 , 0.23 ( ----- |* --- ), 0.32, 0.48, 0.55, 0.66, 0.75
3 , S3VM_10 , 0.55 , 0.28 ( ----- |* ----- ), 0.27, 0.43, 0.56, 0.66, 0.82
3 , co_training_mv_LR_SVM_10 , 0.56 , 0.26 ( --- |* ---- ), 0.34, 0.46, 0.56, 0.67, 0.80
3 , co_training_sv_LR_SVM_10 , 0.56 , 0.24 ( --- |* ---- ), 0.35, 0.45, 0.56, 0.67, 0.81
3 , LabelSpreading_5 , 0.56 , 0.21 ( --- |* --- ), 0.34, 0.46, 0.56, 0.64, 0.75
3 , KNN_20 , 0.56 , 0.26 ( ---- |* ----- ), 0.32, 0.44, 0.56, 0.64, 0.80
3 , EATT_5 , 0.56 , 0.23 ( --- |* ---- ), 0.38, 0.47, 0.56, 0.66, 0.79
3 , LabelPropagation_20 , 0.57 , 0.23 ( ---- | * ---- ), 0.35, 0.49, 0.57, 0.66, 0.79
3 , boosting_KNN_20 , 0.57 , 0.25 ( ---- | * ---- ), 0.35, 0.48, 0.57, 0.68, 0.81
3 , EATT_10 , 0.56 , 0.23 ( ---- | * ---- ), 0.35, 0.47, 0.57, 0.67, 0.81
3 , DT_5 , 0.57 , 0.26 ( ---- | * --- ), 0.33, 0.43, 0.57, 0.64, 0.76
3 , S3VM_20 , 0.57 , 0.3 ( ---- | * ---- ), 0.29, 0.42, 0.57, 0.67, 0.82
3 , LabelSpreading_10 , 0.55 , 0.23 ( ---- | * ---- ), 0.34, 0.47, 0.57, 0.64, 0.79
3 , co_training_sv_LR_SVM_20 , 0.57 , 0.28 ( --- | * ---- ), 0.35, 0.47, 0.57, 0.68, 0.82
3 , EATT_20 , 0.57 , 0.26 ( ---- | * ---- ), 0.36, 0.47, 0.57, 0.69, 0.82
3 , SVM_20 , 0.57 , 0.26 ( --- | * ---- ), 0.37, 0.47, 0.57, 0.68, 0.82
3 , LabelSpreading_20 , 0.57 , 0.25 ( ---- | * --- ), 0.34, 0.48, 0.57, 0.67, 0.80
3 , SVM_10 , 0.57 , 0.25 ( ---- | * ---- ), 0.33, 0.45, 0.57, 0.67, 0.80
3 , self_training_SVM_10 , 0.57 , 0.28 ( --- | * ---- ), 0.35, 0.45, 0.58, 0.68, 0.81
3 , self_training_SVM_20 , 0.58 , 0.25 ( ---- | * ---- ), 0.35, 0.48, 0.58, 0.68, 0.81
4 , coForest_10 , 0.6 , 0.23 ( -----| * ---- ), 0.35, 0.53, 0.60, 0.71, 0.84
4 , coForest_5 , 0.61 , 0.19 ( ----| * --- ), 0.37, 0.53, 0.61, 0.68, 0.79
4 , coForest_20 , 0.62 , 0.27 ( ---| * ---- ), 0.40, 0.51, 0.62, 0.71, 0.83
Pf
1 , coForest_1 , 0.26 , 0.24 ( -- * ---- | ), 0.08, 0.16, 0.26, 0.36, 0.49
1 , coForest_20 , 0.27 , 0.12 ( -- *--- | ), 0.16, 0.22, 0.27, 0.32, 0.43
1 , coForest_10 , 0.27 , 0.11 ( -- *--- | ), 0.16, 0.22, 0.27, 0.33, 0.41
1 , coForest_5 , 0.29 , 0.13 ( -- * -- | ), 0.17, 0.25, 0.29, 0.35, 0.42
1 , boosting_KNN_20 , 0.29 , 0.16 ( --- * --- | ), 0.16, 0.24, 0.29, 0.36, 0.45
1 , boosting_KNN_10 , 0.29 , 0.17 ( --- * -- | ), 0.15, 0.24, 0.29, 0.38, 0.45
2 , boosting_KNN_5 , 0.31 , 0.15 ( --- * --- | ), 0.18, 0.27, 0.31, 0.40, 0.48
2 , boosting_KNN_1 , 0.33 , 0.23 ( ---- * --| ), 0.10, 0.25, 0.33, 0.44, 0.54
2 , DT_20 , 0.34 , 0.13 ( -- *--- | ), 0.23, 0.28, 0.34, 0.38, 0.47
2 , DT_10 , 0.34 , 0.12 ( -- *--- | ), 0.21, 0.29, 0.34, 0.39, 0.47
3 , self_training_SVM_10 , 0.35 , 0.12 ( --- * -- | ), 0.20, 0.31, 0.35, 0.40, 0.48
3 , KNN_1 , 0.36 , 0.31 ( --- * --|- ), 0.08, 0.19, 0.36, 0.45, 0.58
3 , DT_5 , 0.36 , 0.1 ( --- * -- | ), 0.23, 0.32, 0.36, 0.40, 0.50
3 , self_training_SVM_20 , 0.36 , 0.12 ( --- * -- | ), 0.21, 0.31, 0.36, 0.41, 0.50
3 , EATT_1 , 0.36 , 0.3 ( ---- * -|- ), 0.08, 0.23, 0.36, 0.47, 0.59
3 , DT_1 , 0.37 , 0.21 ( --- * --| ), 0.18, 0.28, 0.37, 0.44, 0.56
3 , KNN_20 , 0.37 , 0.13 ( --- *-- | ), 0.23, 0.33, 0.37, 0.41, 0.49
3 , self_training_SVM_5 , 0.37 , 0.15 ( --- *---| ), 0.23, 0.31, 0.37, 0.42, 0.52
3 , LabelPropagation_1 , 0.37 , 0.43 ( ---- * |-------- ), 0.05, 0.19, 0.37, 0.54, 0.83
3 , EATT_20 , 0.37 , 0.15 ( --- * --| ), 0.22, 0.32, 0.37, 0.44, 0.53
3 , self_training_SVM_1 , 0.38 , 0.24 ( ---- * -|-- ), 0.20, 0.31, 0.38, 0.48, 0.61
3 , LabelSpreading_20 , 0.38 , 0.19 ( --- * --| ), 0.23, 0.32, 0.38, 0.45, 0.53
3 , GNB_1 , 0.38 , 0.24 ( ----- * -|-- ), 0.13, 0.28, 0.38, 0.48, 0.62
3 , S3VM_1 , 0.38 , 0.3 ( ---- * -| ), 0.10, 0.25, 0.38, 0.48, 0.54
3 , EATT_10 , 0.38 , 0.15 ( -- * --| ), 0.24, 0.32, 0.38, 0.45, 0.51
3 , co_training_sv_LR_SVM_20 , 0.39 , 0.12 ( -- *---| ), 0.24, 0.33, 0.39, 0.43, 0.52
3 , KNN_10 , 0.39 , 0.13 ( -- * --| ), 0.26, 0.33, 0.39, 0.44, 0.51
3 , SVM_1 , 0.39 , 0.26 ( ---- * -|-- ), 0.15, 0.29, 0.39, 0.48, 0.62
3 , LabelSpreading_10 , 0.39 , 0.17 ( --- * --| ), 0.21, 0.32, 0.39, 0.45, 0.54
3 , LabelSpreading_1 , 0.4 , 0.26 ( --- * -|-- ), 0.19, 0.29, 0.40, 0.49, 0.62
3 , S3VM_20 , 0.39 , 0.16 ( - * --| ), 0.27, 0.32, 0.39, 0.46, 0.52
3 , SVM_10 , 0.39 , 0.14 ( --- * --| ), 0.24, 0.34, 0.39, 0.45, 0.53
3 , co_training_sv_LR_SVM_10 , 0.39 , 0.13 ( --- * --| ), 0.26, 0.34, 0.39, 0.45, 0.51
3 , SVM_20 , 0.39 , 0.15 ( --- * --| ), 0.22, 0.32, 0.39, 0.45, 0.54
3 , LR_1 , 0.39 , 0.19 ( ----- * -| ), 0.16, 0.32, 0.39, 0.47, 0.56
3 , LabelPropagation_20 , 0.4 , 0.21 ( --- * -|-- ), 0.20, 0.30, 0.40, 0.48, 0.60
3 , S3VM_10 , 0.4 , 0.15 ( --- * -| ), 0.24, 0.35, 0.40, 0.47, 0.52
3 , EATT_5 , 0.4 , 0.12 ( --- * --|- ), 0.24, 0.36, 0.40, 0.45, 0.57
3 , co_training_mv_LR_SVM_20 , 0.4 , 0.12 ( -- *--| ), 0.27, 0.35, 0.40, 0.44, 0.53
3 , co_training_mv_LR_SVM_10 , 0.4 , 0.14 ( --- *--| ), 0.25, 0.34, 0.40, 0.46, 0.53
3 , KNN_5 , 0.41 , 0.17 ( -- * -| ), 0.28, 0.35, 0.41, 0.49, 0.54
3 , S3VM_5 , 0.41 , 0.14 ( -- * -| ), 0.29, 0.36, 0.41, 0.47, 0.53
3 , LR_10 , 0.4 , 0.11 ( -- *--| ), 0.28, 0.35, 0.41, 0.44, 0.51
3 , LR_5 , 0.41 , 0.12 ( --- * -|- ), 0.29, 0.37, 0.41, 0.47, 0.57
3 , LR_20 , 0.42 , 0.12 ( -- *--| ), 0.28, 0.36, 0.42, 0.45, 0.52
3 , LabelPropagation_10 , 0.42 , 0.29 ( ---- * |---- ), 0.14, 0.29, 0.42, 0.51, 0.67
3 , SVM_5 , 0.42 , 0.13 ( --- * -|- ), 0.25, 0.37, 0.42, 0.48, 0.58
3 , LabelSpreading_5 , 0.42 , 0.14 ( -- *--| ), 0.24, 0.33, 0.42, 0.46, 0.55
3 , co_training_sv_LR_SVM_5 , 0.42 , 0.16 ( --- * -|- ), 0.27, 0.37, 0.42, 0.48, 0.59
3 , co_training_mv_LR_SVM_5 , 0.43 , 0.13 ( -- * |-- ), 0.31, 0.39, 0.43, 0.50, 0.62
4 , LabelPropagation_5 , 0.45 , 0.34 ( ---- * | ---- ), 0.14, 0.29, 0.45, 0.59, 0.73
4 , Semi_GMM_1 , 0.46 , 0.31 ( -------- * | --- ), 0.11, 0.37, 0.46, 0.57, 0.68
5 , co_training_sv_LR_SVM_1 , 0.51 , 0.26 ( --- * ---- ), 0.30, 0.42, 0.51, 0.62, 0.75
5 , GNB_5 , 0.52 , 0.16 ( ---- * -- ), 0.35, 0.47, 0.52, 0.61, 0.69
5 , GNB_10 , 0.54 , 0.18 ( ---- |* --- ), 0.35, 0.47, 0.54, 0.62, 0.72
5 , Semi_GMM_10 , 0.54 , 0.17 ( --- |* --- ), 0.37, 0.47, 0.54, 0.62, 0.71
5 , co_training_mv_LR_SVM_1 , 0.55 , 0.22 ( ---- |* --- ), 0.33, 0.45, 0.55, 0.63, 0.73
5 , Semi_GMM_5 , 0.55 , 0.16 ( -- |* --- ), 0.41, 0.48, 0.55, 0.62, 0.72
5 , Semi_GMM_20 , 0.57 , 0.17 ( --- | *--- ), 0.39, 0.48, 0.57, 0.62, 0.71
5 , GNB_20 , 0.58 , 0.2 ( ----| * --- ), 0.38, 0.50, 0.58, 0.65, 0.76
F1
1 , LabelPropagation_1 , 0.32 , 0.38 ( ---- * |----- ), 0.08, 0.20, 0.32, 0.49, 0.67
1 , KNN_1 , 0.4 , 0.36 ( ---- * |--- ), 0.09, 0.22, 0.40, 0.52, 0.63
1 , boosting_KNN_1 , 0.4 , 0.28 ( ---- * |----- ), 0.18, 0.31, 0.40, 0.52, 0.67
1 , coForest_1 , 0.4 , 0.37 ( ---- * |----- ), 0.09, 0.21, 0.40, 0.53, 0.69
1 , self_training_SVM_1 , 0.42 , 0.25 ( --- * |----- ), 0.22, 0.33, 0.42, 0.52, 0.67
1 , S3VM_1 , 0.43 , 0.37 ( ------- * |---- ), 0.09, 0.29, 0.43, 0.52, 0.65
1 , SVM_1 , 0.43 , 0.3 ( ----- * | ----- ), 0.16, 0.32, 0.43, 0.57, 0.72
1 , DT_1 , 0.43 , 0.27 ( --- * | ----- ), 0.23, 0.34, 0.43, 0.56, 0.70
1 , EATT_1 , 0.44 , 0.42 ( ------ * | ----- ), 0.09, 0.26, 0.44, 0.56, 0.72
1 , Semi_GMM_1 , 0.45 , 0.29 ( ------- *| ----- ), 0.11, 0.33, 0.45, 0.56, 0.72
1 , GNB_1 , 0.45 , 0.29 ( ------- *| ----- ), 0.15, 0.35, 0.45, 0.56, 0.72
1 , LR_1 , 0.46 , 0.29 ( ---- *| ---- ), 0.19, 0.32, 0.46, 0.56, 0.69
1 , LabelSpreading_1 , 0.47 , 0.27 ( ---- *| ----- ), 0.23, 0.36, 0.47, 0.56, 0.73
2 , co_training_mv_LR_SVM_1 , 0.49 , 0.23 ( --- * --- ), 0.30, 0.41, 0.49, 0.60, 0.69
2 , co_training_sv_LR_SVM_1 , 0.49 , 0.22 ( ---- * ---- ), 0.31, 0.42, 0.49, 0.58, 0.70
3 , boosting_KNN_5 , 0.5 , 0.26 ( --- * ---- ), 0.31, 0.40, 0.50, 0.60, 0.72
3 , boosting_KNN_20 , 0.5 , 0.26 ( --- * ---- ), 0.31, 0.41, 0.50, 0.62, 0.75
3 , Semi_GMM_10 , 0.5 , 0.22 ( ---- * ---- ), 0.30, 0.42, 0.50, 0.60, 0.70
3 , Semi_GMM_5 , 0.51 , 0.18 ( --- * ---- ), 0.32, 0.42, 0.51, 0.58, 0.71
3 , boosting_KNN_10 , 0.5 , 0.27 ( ---- |* --- ), 0.28, 0.40, 0.51, 0.62, 0.73
3 , self_training_SVM_5 , 0.51 , 0.25 ( --- |* ---- ), 0.32, 0.41, 0.51, 0.63, 0.75
3 , Semi_GMM_20 , 0.52 , 0.22 ( --- |* --- ), 0.34, 0.43, 0.52, 0.61, 0.72
3 , DT_5 , 0.52 , 0.24 ( --- |* --- ), 0.33, 0.42, 0.52, 0.63, 0.72
3 , LabelPropagation_5 , 0.52 , 0.32 ( --- |* ---- ), 0.26, 0.37, 0.52, 0.65, 0.78
3 , KNN_5 , 0.53 , 0.21 ( --- |* --- ), 0.34, 0.43, 0.53, 0.61, 0.73
3 , KNN_10 , 0.53 , 0.22 ( ---- |* ---- ), 0.34, 0.45, 0.53, 0.62, 0.75
3 , DT_20 , 0.54 , 0.23 ( ---- |* --- ), 0.34, 0.45, 0.54, 0.64, 0.75
3 , self_training_SVM_10 , 0.53 , 0.24 ( --- |* ---- ), 0.32, 0.43, 0.53, 0.63, 0.74
3 , SVM_5 , 0.53 , 0.21 ( --- |* --- ), 0.36, 0.46, 0.53, 0.64, 0.75
3 , co_training_sv_LR_SVM_5 , 0.54 , 0.2 ( --- |* ---- ), 0.38, 0.46, 0.54, 0.63, 0.74
3 , DT_10 , 0.54 , 0.21 ( ---- | * ---- ), 0.32, 0.45, 0.54, 0.62, 0.74
3 , self_training_SVM_20 , 0.54 , 0.24 ( ---- | * --- ), 0.33, 0.46, 0.54, 0.64, 0.76
3 , S3VM_5 , 0.54 , 0.18 ( --- | *---- ), 0.37, 0.46, 0.54, 0.59, 0.71
3 , KNN_20 , 0.54 , 0.23 ( ---- | * ---- ), 0.35, 0.45, 0.54, 0.62, 0.75
3 , coForest_5 , 0.55 , 0.26 ( --- | * ---- ), 0.33, 0.43, 0.55, 0.60, 0.74
3 , LabelSpreading_5 , 0.55 , 0.23 ( --- | * ---- ), 0.34, 0.44, 0.55, 0.62, 0.73
3 , LabelPropagation_10 , 0.54 , 0.3 ( ----- | * ----- ), 0.27, 0.42, 0.55, 0.65, 0.81
3 , coForest_10 , 0.55 , 0.23 ( ----- | * ---- ), 0.29, 0.46, 0.55, 0.64, 0.78
3 , LR_5 , 0.55 , 0.2 ( --- | * --- ), 0.37, 0.47, 0.55, 0.63, 0.70
3 , EATT_5 , 0.55 , 0.2 ( --- | * ---- ), 0.35, 0.46, 0.55, 0.64, 0.76
3 , LR_10 , 0.55 , 0.21 ( --- | * --- ), 0.36, 0.46, 0.55, 0.64, 0.73
3 , co_training_mv_LR_SVM_10 , 0.55 , 0.18 ( ---- | * --- ), 0.35, 0.48, 0.55, 0.64, 0.74
3 , S3VM_10 , 0.55 , 0.18 ( ---- | * --- ), 0.34, 0.48, 0.55, 0.62, 0.73
3 , co_training_mv_LR_SVM_5 , 0.56 , 0.2 ( --- | * ---- ), 0.36, 0.46, 0.56, 0.63, 0.74
3 , LabelSpreading_10 , 0.55 , 0.24 ( ---- | * --- ), 0.34, 0.47, 0.56, 0.64, 0.76
3 , co_training_mv_LR_SVM_20 , 0.56 , 0.22 ( ----| * --- ), 0.37, 0.48, 0.56, 0.65, 0.74
3 , SVM_10 , 0.56 , 0.23 ( ---- | * --- ), 0.34, 0.46, 0.56, 0.65, 0.75
3 , LR_20 , 0.57 , 0.19 ( ---| * -- ), 0.39, 0.48, 0.57, 0.65, 0.73
3 , GNB_5 , 0.57 , 0.2 ( ---| * --- ), 0.40, 0.50, 0.57, 0.65, 0.76
3 , co_training_sv_LR_SVM_20 , 0.57 , 0.21 ( ---| * --- ), 0.39, 0.49, 0.57, 0.65, 0.75
3 , co_training_sv_LR_SVM_10 , 0.57 , 0.22 ( --- | * --- ), 0.36, 0.46, 0.57, 0.64, 0.75
3 , S3VM_20 , 0.57 , 0.19 ( ---| * -- ), 0.38, 0.48, 0.57, 0.64, 0.71
3 , LabelSpreading_20 , 0.57 , 0.25 ( --- | * ---- ), 0.35, 0.46, 0.57, 0.65, 0.77
3 , EATT_10 , 0.57 , 0.23 ( ---- | * --- ), 0.34, 0.46, 0.57, 0.64, 0.76
3 , SVM_20 , 0.58 , 0.22 ( ----| * ---- ), 0.38, 0.48, 0.58, 0.65, 0.77
3 , LabelPropagation_20 , 0.57 , 0.23 ( ----- | * ----- ), 0.31, 0.46, 0.57, 0.65, 0.80
3 , coForest_20 , 0.57 , 0.24 ( ---- | * ---- ), 0.35, 0.47, 0.57, 0.67, 0.78
3 , GNB_10 , 0.57 , 0.23 ( --- | * ---- ), 0.36, 0.47, 0.57, 0.66, 0.78
3 , EATT_20 , 0.58 , 0.2 ( ----| * ---- ), 0.37, 0.49, 0.58, 0.66, 0.77
3 , GNB_20 , 0.59 , 0.23 ( ---| * --- ), 0.39, 0.49, 0.59, 0.67, 0.78