Semi Supervised Combined Reduced

[Suvodeep90]

Recall

   1 ,                   boosting_KNN ,    0.55   , 0.26 (     ------   *|  --          ), 0.27,  0.44,  0.55,  0.67,  0.71
   1 ,                       coForest ,    0.57   , 0.26 (       ------  |*   --        ), 0.32,  0.49,  0.61,  0.71,  0.78
   2 ,              self_training_SVM ,    0.64   , 0.18 (           ----|  * ---       ), 0.45,  0.58,  0.65,  0.72,  0.79
   2 ,               LabelPropagation ,    0.65   , 0.22 (          ---- |  *  ----     ), 0.43,  0.54,  0.66,  0.74,  0.88
   3 ,                 LabelSpreading ,    0.66   , 0.18 (           ----|  *  ---      ), 0.43,  0.57,  0.66,  0.73,  0.84
   3 ,                           S3VM ,    0.66   , 0.13 (               |-  * --       ), 0.58,  0.64,  0.68,  0.74,  0.82
   3 ,          co_training_mv_LR_SVM ,    0.67   , 0.16 (             --|-  * --       ), 0.52,  0.62,  0.68,  0.74,  0.81
   3 ,          co_training_sv_LR_SVM ,    0.7   , 0.15 (              -|-   *--       ), 0.53,  0.63,  0.70,  0.73,  0.81
   3 ,                       Semi_GMM ,    0.69   , 0.22 (             --|-   *  ---    ), 0.51,  0.62,  0.71,  0.80,  0.89
   3 ,                           EATT ,    0.71   , 0.14 (              -|-   *--       ), 0.54,  0.63,  0.72,  0.76,  0.81

Pf

   1 ,                       coForest ,    0.22   , 0.11 (  --  * ---    |              ), 0.10,  0.18,  0.22,  0.28,  0.37
   1 ,                   boosting_KNN ,    0.23   , 0.12 (   -- * ---    |              ), 0.15,  0.21,  0.23,  0.29,  0.38
   2 ,                           EATT ,    0.32   , 0.16 (      -- *  ---|              ), 0.22,  0.29,  0.33,  0.41,  0.50
   2 ,               LabelPropagation ,    0.33   , 0.19 (    ---   *  --|              ), 0.18,  0.26,  0.33,  0.43,  0.51
   2 ,          co_training_sv_LR_SVM ,    0.33   , 0.15 (       -  * ---|              ), 0.25,  0.29,  0.34,  0.42,  0.51
   2 ,                 LabelSpreading ,    0.34   , 0.15 (    ---   * ---|              ), 0.18,  0.26,  0.34,  0.40,  0.49
   2 ,              self_training_SVM ,    0.34   , 0.15 (     --   *----|              ), 0.21,  0.26,  0.34,  0.39,  0.51
   2 ,          co_training_mv_LR_SVM ,    0.34   , 0.16 (      --- * ---|              ), 0.24,  0.31,  0.35,  0.41,  0.50
   3 ,                           S3VM ,    0.37   , 0.12 (       --- * --|              ), 0.27,  0.33,  0.38,  0.43,  0.51
   4 ,                       Semi_GMM ,    0.55   ,  0.2 (            -- | *  ----      ), 0.39,  0.47,  0.55,  0.64,  0.76

Precision

   1 ,                       Semi_GMM ,    0.4   , 0.25 (    ------   * | ----         ), 0.16,  0.33,  0.43,  0.55,  0.68
   2 ,                           S3VM ,    0.53   , 0.31 (       -----   |*  ------     ), 0.24,  0.40,  0.53,  0.62,  0.81
   2 ,          co_training_mv_LR_SVM ,    0.53   , 0.23 (        -----  |*   -----     ), 0.28,  0.43,  0.53,  0.64,  0.80
   2 ,              self_training_SVM ,    0.54   , 0.21 (          ---- | *  ----      ), 0.32,  0.47,  0.54,  0.65,  0.77
   2 ,          co_training_sv_LR_SVM ,    0.54   , 0.23 (         ----- | *  -----     ), 0.29,  0.45,  0.55,  0.65,  0.80
   2 ,               LabelPropagation ,    0.55   , 0.22 (        -----  | *  ----      ), 0.27,  0.44,  0.56,  0.65,  0.76
   2 ,                 LabelSpreading ,    0.56   , 0.23 (         ----  | * -----      ), 0.30,  0.44,  0.57,  0.63,  0.76
   2 ,                   boosting_KNN ,    0.56   , 0.23 (       --------| *   ---      ), 0.24,  0.49,  0.57,  0.67,  0.78
   2 ,                           EATT ,    0.57   , 0.25 (          -----|  * -----     ), 0.33,  0.48,  0.58,  0.65,  0.81
   3 ,                       coForest ,    0.59   , 0.27 (          -----|   *   ---    ), 0.34,  0.53,  0.60,  0.73,  0.82

Popt20

   1 ,                       Semi_GMM ,    0.8   , 0.11 (               | ---  * --    ), 0.66,  0.75,  0.80,  0.84,  0.89
   1 ,              self_training_SVM ,    0.8   , 0.13 (               |----- *  --   ), 0.62,  0.75,  0.80,  0.87,  0.91
   1 ,                           EATT ,    0.8   , 0.14 (               |-----  *---   ), 0.64,  0.76,  0.81,  0.85,  0.93
   1 ,          co_training_mv_LR_SVM ,    0.82   , 0.12 (               |-----  * --   ), 0.63,  0.76,  0.82,  0.86,  0.93
   1 ,          co_training_sv_LR_SVM ,    0.82   , 0.12 (               |-----  *---   ), 0.64,  0.78,  0.82,  0.85,  0.92
   1 ,               LabelPropagation ,    0.82   , 0.12 (               | ----  * -    ), 0.66,  0.77,  0.83,  0.86,  0.90
   1 ,                 LabelSpreading ,    0.82   , 0.12 (               |  ---  * -    ), 0.68,  0.77,  0.83,  0.86,  0.90
   1 ,                           S3VM ,    0.83   , 0.09 (               | ----  *--    ), 0.67,  0.78,  0.83,  0.85,  0.90
   1 ,                       coForest ,    0.84   ,  0.1 (               | ------ *--   ), 0.65,  0.81,  0.84,  0.88,  0.93
   1 ,                   boosting_KNN ,    0.86   , 0.14 (               |  -----  *--  ), 0.68,  0.81,  0.86,  0.91,  0.95