Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

Semi-Supervised Results #3

Open
Suvodeep90 opened this issue Nov 17, 2021 · 0 comments
Open

Semi-Supervised Results #3

Suvodeep90 opened this issue Nov 17, 2021 · 0 comments

Comments

@Suvodeep90
Copy link
Contributor

Suvodeep90 commented Nov 17, 2021 •
edited
Loading

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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment
Assignees
No one assigned
Labels
None yet
Projects
None yet
Milestone
No milestone
Development

No branches or pull requests
1 participant
@Suvodeep90