Database                        kNN  (size)         CNN  (size)         SNN  (size)         IB2  (size)         IB3  (size)         DEL  (size)       DROP1  (size)       DROP2  (size)       DROP3  (size)       DROP4  (size)       DROP5  (size)         ENN  (size)        RENN  (size)      AllKNN  (size)      ELGrow  (size)     Explore  (size)         ELH  (size)         MCS  (size)    
anneal                        93.11  100.00       96.99    9.56 --    86.09   10.50 ++    96.74    9.48 --    91.35    9.79 ++    93.85    9.30       87.70    5.05 ++    95.61    8.08 --    94.11    8.65       94.36   11.67       95.24    9.93       89.73   92.00 ++    89.48   90.70 ++    89.98   92.43 ++    88.35    0.70 ++    91.11    0.75 +     95.73    9.30       93.11  100.00    
australian                    84.78  100.00       77.68   24.22 ++    81.31   28.38 +     78.26   24.15 ++    85.22    4.78 -     84.78    2.56       64.49    2.30 ++    83.62    7.28       83.92    5.96       84.78    7.99       83.91    9.18       84.50   86.49       84.21   84.80       86.09   78.07 --    83.62    0.32       85.80    0.32 -     83.04    7.91       84.78  100.00    
breast-cancer-wisconsin       96.28  100.00       95.71    7.09       93.85    8.35 ++    95.71    7.09       96.57    3.47       96.28    1.89       77.52    1.14 ++    95.85    3.13       96.14    3.58       96.28    4.05       95.71    4.07       97.00   96.80 -     96.85   96.61 -     97.00   94.58 -     89.85    0.32 ++    96.71    0.32       94.13    1.92 +     96.28  100.00    
bridges                       66.09  100.00 --    61.18   49.48       61.37   52.52       62.18   48.64 -     64.73   28.83 --    64.27   35.64 --    39.64   10.17 ++    61.18   17.30 -     56.36   17.60       57.36   21.28       62.82   22.22 -     59.46   68.23       58.36   65.93 -     59.36   58.48       56.27    5.35       57.18    5.67       58.55   34.18       66.09  100.00 -- 
crx                           83.63  100.00 ++    79.42   24.15 ++    81.59   27.52 ++    79.42   24.15 ++    86.09    4.28       83.63    3.08 ++    65.94    3.75 ++    84.64    7.31       85.80    5.46       85.51    7.33       83.77    7.68 +     85.36   86.17       85.80   85.64       85.08   78.82       85.22    0.32       85.51    0.32       83.05    7.52 ++    83.63  100.00 ++ 
echocardiogram                94.82  100.00       85.18   14.72 +     48.75   26.29 ++    85.18   14.72 +     72.86   11.57 ++    93.39    6.91       93.39    9.61       94.82   10.51       93.39   10.66       94.82   10.96       93.39    9.16       93.39   92.94       93.39   92.94       93.39   92.18       93.39    3.01       94.82    3.01       94.82    6.16       94.82  100.00    
flag                          61.34  100.00       53.63   50.29 ++    53.63   51.66 ++    53.11   49.95 ++    49.47   34.14 ++    56.18   45.88 +     43.18    9.04 ++    62.79   20.62       61.29   20.45       59.58   27.09       58.13   25.26       63.32   67.07       62.76   62.83       61.24   55.67       55.50    2.00       56.16    2.06       55.13   47.42 +     61.34  100.00    
glass                         73.83  100.00 --    68.14   38.53       64.39   42.63       66.78   39.25       62.14   33.80       69.59   38.42 -     62.97   15.47       65.04   23.11       65.02   23.88       65.91   29.54       65.45   24.82       65.91   70.82       64.00   69.06       67.75   65.89       50.54    2.28 ++    63.98    3.53       68.66   41.07       73.83  100.00 -- 
heart.cleveland.2             81.19  100.00       73.95   30.84 ++    76.25   33.88 ++    73.96   30.29 ++    81.16   11.11       79.49   13.64       70.91    6.09 ++    79.55   11.92       80.84   12.76       78.19   15.26       79.84   15.37       82.50   83.46       82.16   82.51       81.51   72.72       81.52    0.73       82.15    0.73       77.87   21.56       81.19  100.00    
heart.hungarian.2             79.55  100.00       70.40   28.87 ++    75.84   34.01 ++    73.87   27.44 ++    79.20    9.90       77.18   12.28 ++    72.17    5.74 ++    78.52    8.80       80.29    9.86       79.22   11.53       79.60   11.15       80.28   82.12       79.25   79.93       80.62   70.79       80.61    0.75       82.30    0.75       77.84   18.33       79.55  100.00    
heart.long-beach-va.2         70.00  100.00       61.00   35.67 ++    67.00   43.56 ++    57.00   35.39 ++    70.00    4.89       70.00   19.28       69.00    4.39       70.00   11.83 +     73.50    4.50       74.00   11.72       73.00   14.94       74.00   75.44       74.00   72.72       74.00   62.28       72.50    0.84 +     74.50    1.11       71.00   28.61       70.00  100.00    
heart.more.2                  73.78  100.00 ++    69.69   33.21 ++    72.22   43.64 ++    69.69   33.21 ++    76.31    9.36       75.15   16.81 ++    63.46    3.51 ++    73.98   10.72 ++    76.38    9.14       74.36   13.19 ++    74.63   14.62 ++    76.31   76.58       76.51   74.41       75.60   66.97       67.48    0.14 ++    73.13    0.14 ++    72.74   21.24 ++    73.78  100.00 ++ 
heart                         81.48  100.00       70.00   26.17 ++    77.04   33.78 ++    70.00   26.17 ++    80.00   13.58 ++    78.89    4.73 ++    72.59    5.47 ++    81.85   12.22       83.33   13.62       81.85   16.71       81.11   16.67       81.11   83.13 ++    81.11   81.98 ++    81.85   72.02       74.44    0.82 ++    81.85    0.82       74.45   13.70 ++    81.48  100.00    
heart.swiss.2                 92.69  100.00       91.09   11.38       92.69   15.90       90.26   11.38 +     93.46    3.70       92.69    4.25       93.46    1.81       93.46    2.53       93.46    1.81       93.46    2.35       92.63    5.42       93.46   93.49       93.46   93.49       93.46   88.71       93.46    0.90       93.46    0.90       93.46    4.79       92.69  100.00    
hepatitis                     80.62  100.00       75.50   25.30 ++    81.92   30.96       74.17   25.66 ++    73.08    5.09       80.00    7.59       72.38    4.66 ++    80.75   10.54       81.87    7.81       78.75    9.75 ++    83.29    9.39       81.25   83.73       80.58   82.80       81.33   75.20       76.67    1.00 ++    78.67    1.29 +     76.83   10.25 +     80.62  100.00    
horse-colic                   57.84  100.00 ++    59.90   35.66 ++    64.47   48.65 ++    60.24   35.36 ++    66.75    8.49       67.73   21.82       59.15    1.55 ++    70.74    8.20       70.13   10.30       67.73   20.41       68.45   14.14       45.89   58.21 ++    32.91   27.87 ++    45.89   52.16 ++    67.09    0.37       67.09    0.37       63.12   21.89 ++    57.84  100.00 ++ 
image.segmentation.all        93.10  100.00       90.00   16.61 ++    77.38   13.02 ++    89.53   16.93 ++    92.15   16.01       91.91   11.11       81.19    6.61 ++    92.86   10.45       92.62   10.98       94.05   12.41 -     89.29   11.35 ++    91.91   92.73       91.43   91.77       92.14   91.46       85.95    2.23 ++    89.76    2.43 ++    89.76   11.30 ++    93.10  100.00    
ionosphere                    84.62  100.00 ++    82.93   21.62 ++    81.74   19.22 ++    82.93   21.62 ++    85.75   14.59       86.32   12.88       79.77    3.23 ++    86.60    7.79       87.75    7.06       86.90   10.61       86.90    9.78       84.04   84.23 ++    84.04   82.27 ++    84.05   82.18 ++    73.77    0.63 ++    80.89    0.63 ++    88.89   10.03       84.62  100.00 ++ 
iris                          94.00  100.00       90.00   12.74 ++    83.34   14.07 ++    90.00   12.74 ++    94.67   19.78       93.33    9.56 ++    84.67    8.59 ++    94.67   14.22       95.33   14.81       95.33   14.89       94.00   12.15       95.33   94.74       95.33   94.67       95.33   93.78       88.67    2.29 ++    92.66    2.29       92.00   10.59 ++    94.00  100.00    
led+17                        67.10  100.00 ++    55.50   43.14 ++    59.10   51.38 ++    55.50   43.16 ++    60.70   32.31 ++    66.60   20.90 ++    61.40    9.94 ++    69.20   12.98       70.40   12.66       69.50   16.37 +     69.80   14.96       71.00   71.42 -     70.90   70.00       70.90   58.98       71.20    1.66       72.20    1.40 --    64.50   31.91 ++    67.10  100.00 ++ 
led-creator                   73.40  100.00 -     64.90   35.79 ++    71.80   92.78       64.60   35.71 ++    70.40   22.04       72.30   13.92       68.30   10.05 ++    71.80   11.85       71.70   11.93       71.90   13.71       72.00   12.33       72.10   73.88       72.00   72.86       71.80   72.07       70.40    1.53       72.10    1.52       72.00   14.72       73.40  100.00 -  
liver.bupa                    65.57  100.00 -     56.80   40.87       57.70   52.59       56.80   40.87       58.24   10.66       61.38   38.36       58.23   10.92       67.77   24.77 --    60.84   24.99       62.59   32.56       65.50   31.08 --    61.12   68.15       58.77   63.13       60.24   52.34       56.74    0.55 ++    57.65    0.65       59.69   46.99       65.57  100.00 -  
pima-indians-diabetes         73.56  100.00       65.76   36.89 ++    67.97   42.95 ++    65.76   36.89 ++    69.78   10.97 ++    71.61   12.65 ++    65.22    6.50 ++    70.44   17.59 ++    75.01   16.90       72.53   21.76 +     73.05   21.95 +     75.39   76.37       75.91   74.52       74.87   64.61       67.84    0.29 ++    75.27    0.29       67.06   20.62 ++    73.56  100.00    
promoters                     93.45  100.00 -     86.73   13.83       87.09   15.51       84.91   14.35       91.64   18.12       83.09    7.34       87.00    6.40       84.91   13.63       86.82   16.67       86.82   16.67       87.00   12.58       93.45   96.33 -     93.45   96.33 -     93.45   95.07 -     88.82    2.10       91.36    2.10 -     86.82    8.18       93.45  100.00 -  
sonar                         87.55  100.00 --    74.12   32.85       79.81   28.26       80.88   33.87       69.38   12.02 ++    83.29   29.86 --    64.93   11.38 ++    80.88   26.60 -     78.00   26.87       82.81   31.20 -     79.88   29.81       81.79   84.35       78.38   81.78       80.36   80.29       70.24    1.07 ++    70.29    1.07 ++    81.78   28.95       87.55  100.00 -- 
soybean-large                 88.59  100.00 -     83.10   24.97       80.44   20.27 +     84.06   24.61       86.63   30.33       87.27   24.76       77.20   19.51 ++    86.60   22.77 -     84.97   25.26       86.29   28.41       83.73   25.44       86.61   89.90 --    85.97   87.41       86.62   88.24 -     82.70    7.35       85.92    7.78       85.01   24.32       88.59  100.00 -  
vehicle                       71.76  100.00 --    67.50   37.04       67.27   43.21 -     67.50   37.04       67.62   28.36       68.10   32.51 -     59.91   12.07 ++    67.37   21.49       65.85   23.00       67.03   27.88       70.22   26.71 --    69.52   73.81 --    69.05   69.75 --    70.21   64.74 --    58.15    2.24 ++    60.76    2.47 ++    67.74   38.05 --    71.76  100.00 -- 
voting                        95.64  100.00       93.59    9.12 ++    95.40   10.22       93.59    9.12 ++    95.64    5.44       94.26    2.02 +     93.11    2.91 +     94.50    4.90 ++    95.87    5.11       95.87    5.36       95.85    7.12       95.41   95.84       95.41   95.81       95.41   94.35       88.99    0.51 ++    94.25    0.51 +     92.65    3.29 ++    95.64  100.00    
vowel                         96.57  100.00 --    86.72   30.05 +     78.56   19.97 ++    87.48   29.71       89.57   36.59       93.17   36.15 --    83.31   39.16 ++    91.08   44.66 --    89.56   45.22       90.70   46.02 --    93.36   42.66 --    92.40   96.57 --    91.27   95.94 -     93.55   96.69 --    50.20    4.69 ++    57.77    6.65 ++    89.39   36.43       96.57  100.00 -- 
wine                          94.93  100.00       92.65   14.30       96.05   14.23       92.65   14.30       91.50   16.60 +     94.38    9.05       90.98    5.74 +     93.23   11.42 +     94.93   16.11       94.93   16.17       96.08    9.74       94.93   95.57       94.93   95.57       94.93   94.75       81.47    1.94 ++    95.46    2.12       95.46    7.80       94.93  100.00    
zoo                           94.44  100.00 --    91.11   12.47       76.67   10.62 ++    91.11   12.47       92.22   29.38       90.00   18.27       88.89   18.02       88.89   15.80       90.00   20.00       91.11   21.61       95.56   17.16 --    91.11   92.96       91.11   92.59       93.33   94.07 --    94.44    7.90 --    95.56    8.39 --    92.22   18.02       94.44  100.00 -- 
Average:                      82.11  100.00       76.48   26.69       75.44   31.63       76.58   26.64       78.85   16.13       80.65   16.88       72.65    8.41       81.07   14.03       81.14   14.31       81.11   17.30       81.39   16.09       80.95   83.34       80.09   80.92       81.01   77.44       75.68    1.83       79.24    2.01       79.53   19.58       82.11  100.00    
SD:                           11.70    0.00       13.11   12.22       12.13   18.46       13.23   12.14       12.89   10.51       11.46   12.54       13.93    7.33       11.05    8.43       11.66    9.01       11.88    9.71       11.32    8.79       12.75   10.75       14.29   14.56       12.97   14.60       13.28    1.98       13.12    2.21       12.38   13.17       11.70    0.00    
#times DROP3 better/worse:    14-17   31-0        26-5    25-6        24-7    25-6        25-6    25-6        20-10   20-11       20-10   17-14       28-1     0-30       17-13   10-21        0-0     0-0        11-15   30-0        18-12   25-6        10-18   31-0        10-17   31-0        12-16   31-0        24-5     0-31       16-14    0-31       18-12   22-9        14-17   31-0     
#times sig. better/worse:      5-10   31-0        19-1    25-5        20-1    25-4        19-2    25-5         8-2    13-9         9-5    15-12       24-0     0-29        5-6     8-11        0-0     0-0         4-3    26-0         4-5    22-6         4-6    31-0         4-5    31-0         3-7    31-0        17-1     0-31        9-4     0-31       12-1    20-8         5-10   31-0     
T Prob:                      -87.42  100.00      100.00  100.00       99.95  100.00      100.00  100.00       98.85   91.16       82.04   94.86      100.00 -100.00       57.03  -76.34      -50.00   50.00       54.11  100.00      -71.14   99.71       58.46  100.00       79.58  100.00       55.88  100.00       99.97 -100.00       94.86 -100.00       99.44   99.74      -87.42  100.00    
Wilcoxon:                    -78.99   99.50       99.50   99.50       99.50   99.50       99.50   99.50       99.32   93.53       91.97   87.55       99.50  -99.50       70.23  -91.03       50.00  -50.00       56.25   99.50       62.42   99.50      -91.85   99.50      -57.88   99.50      -84.48   99.50       99.50  -99.50       95.62  -99.50       98.97   99.50      -78.99   99.50    

Database                        kNN  (size)         CNN  (size)         SNN  (size)         IB2  (size)         IB3  (size)         DEL  (size)       DROP1  (size)       DROP2  (size)       DROP3  (size)       DROP4  (size)       DROP5  (size)         ENN  (size)        RENN  (size)      AllKNN  (size)      ELGrow  (size)     Explore  (size)         ELH  (size)         MCS  (size)    
anneal                        93.11  100.00       96.99    9.56 --    86.09   10.50 ++    96.74    9.48 --    91.35    9.79 ++    93.85    9.30       87.70    5.05 ++    95.61    8.08 --    94.11    8.65       94.36   11.67       95.24    9.93       89.73   92.00 ++    89.48   90.70 ++    89.98   92.43 ++    88.35    0.70 ++    91.11    0.75 +     95.73    9.30       93.11  100.00    
  SD                           2.07    0.00        1.35    0.52        3.91    0.20        2.30    0.57        2.99    0.59        2.42    0.44        8.84    0.76        1.98    0.42        2.50    0.69        2.78    0.58        1.93    1.03        3.04    0.63        2.69    0.60        2.93    0.43        6.43    0.22        5.63    0.24        2.31    0.59        2.07    0.00    
  T-conf that DROP3 >         83.33  100.00      -99.73   99.92       99.94  100.00      -98.96   99.27       96.50   99.82       60.12   98.84       96.98 -100.00      -98.15  -98.26      -50.00   50.00      -64.18  100.00      -82.51   99.63       99.99  100.00      100.00  100.00       99.98  100.00       99.06 -100.00       93.72 -100.00      -89.85   95.57       83.33  100.00    
  Wilcoxon conf               81.25   99.50      -99.50   99.50       99.50   99.50      -99.50   99.25       97.75   99.50       60.00   99.00       97.50  -99.50      -96.88  -98.25       50.00  -50.00      -56.67   99.50      -78.33   99.50       99.50   99.50       99.50   99.50       99.50   99.50       99.38  -99.50       94.17  -99.50      -87.50   95.63       81.25   99.50    

australian                    84.78  100.00       77.68   24.22 ++    81.31   28.38 +     78.26   24.15 ++    85.22    4.78 -     84.78    2.56       64.49    2.30 ++    83.62    7.28       83.92    5.96       84.78    7.99       83.91    9.18       84.50   86.49       84.21   84.80       86.09   78.07 --    83.62    0.32       85.80    0.32 -     83.04    7.91       84.78  100.00    
  SD                           3.30    0.00        5.93    1.26        3.65    0.89        3.49    1.33        3.85    0.64        3.63    0.82        9.15    1.42        2.74    1.25        3.52    0.52        3.22    1.12        2.86    1.18        3.62    0.61        2.94    0.99        3.82    0.84        4.04    0.00        3.12    0.00        5.16    1.14        3.30    0.00    
  T-conf that DROP3 >        -78.28  100.00       99.68  100.00       94.60  100.00       99.93  100.00      -90.89  -99.99      -82.81 -100.00       99.98 -100.00       67.88   98.95      -50.00   50.00      -85.17   99.98       50.00  100.00      -73.91  100.00      -62.83  100.00      -96.67  100.00       57.67 -100.00      -94.23 -100.00       77.41   99.86      -78.28  100.00    
  Wilcoxon conf              -80.00   99.50       99.50   99.50       95.00   99.50       99.50   99.50      -92.50  -99.50      -80.00  -99.50       99.50  -99.50       65.00   99.00       50.00  -50.00      -88.33   99.50       52.00   99.50      -78.33   99.50      -72.50   99.50      -96.25   99.50       67.50  -99.50      -95.00  -99.50       68.33   99.50      -80.00   99.50    

breast-cancer-wisconsin       96.28  100.00       95.71    7.09       93.85    8.35 ++    95.71    7.09       96.57    3.47       96.28    1.89       77.52    1.14 ++    95.85    3.13       96.14    3.58       96.28    4.05       95.71    4.07       97.00   96.80 -     96.85   96.61 -     97.00   94.58 -     89.85    0.32 ++    96.71    0.32       94.13    1.92 +     96.28  100.00    
  SD                           2.53    0.00        1.16    0.76        3.01    0.49        1.16    0.76        1.20    0.24        2.35    0.34       15.55    0.28        2.64    0.66        3.16    0.44        2.25    0.43        2.23    0.75        2.73    0.31        2.76    0.33        2.73    0.54        4.83    0.00        2.70    0.00        3.12    0.67        2.53    0.00    
  T-conf that DROP3 >        -60.93  100.00       67.79  100.00       99.69  100.00       67.79  100.00      -68.50  -74.50      -58.17 -100.00       99.75 -100.00       66.16  -98.48      -50.00   50.00      -60.00   99.48       69.22   97.86      -91.60  100.00      -93.08  100.00      -91.60  100.00       99.96 -100.00      -84.53 -100.00       94.50  -99.98      -60.93  100.00    
  Wilcoxon conf               50.00   99.50       78.33   99.50       99.38   99.50       78.33   99.50      -60.00  -63.33      -55.00  -99.50       99.50  -99.50       72.50  -97.75       50.00  -50.00       60.00   99.25       80.00   97.08      -50.00   99.50      -50.00   99.50      -50.00   99.50       99.50  -99.50      -80.00  -99.50       96.25  -99.50       50.00   99.50    

bridges                       66.09  100.00 --    61.18   49.48       61.37   52.52       62.18   48.64 -     64.73   28.83 --    64.27   35.64 --    39.64   10.17 ++    61.18   17.30 -     56.36   17.60       57.36   21.28       62.82   22.22 -     59.46   68.23       58.36   65.93 -     59.36   58.48       56.27    5.35       57.18    5.67       58.55   34.18       66.09  100.00 -- 
  SD                          12.55    0.00       11.68    2.82       12.86    3.02       11.99    1.73       13.04    4.03       12.22    3.79       20.14    3.38       14.51    6.02       15.32    3.24       15.05    4.21       14.11    3.86       13.57    2.85       15.69    2.02       17.53    2.81       15.71    0.93       12.61    1.75       13.13    5.28       12.55    0.00    
  T-conf that DROP3 >        -95.01  100.00      -82.80  100.00      -79.53  100.00      -92.08  100.00      -95.01  100.00      -95.52  100.00       95.83 -100.00      -93.38  -55.54      -50.00   50.00      -64.79   99.88      -92.95   99.63      -87.15  100.00      -91.61  100.00      -81.54  100.00       51.12 -100.00      -57.59 -100.00      -66.85  100.00      -95.01  100.00    
  Wilcoxon conf              -96.25   99.50      -75.00   99.50      -76.67   99.50      -90.00   99.50      -93.75   99.50      -99.50   99.50       95.00  -99.50      -93.75  -65.00       50.00  -50.00      -80.00   99.50      -92.50   99.50      -90.00   99.50      -50.00   99.50      -80.00   99.50       50.00  -99.50      -52.50  -99.50      -65.00   99.50      -96.25   99.50    

crx                           83.63  100.00 ++    79.42   24.15 ++    81.59   27.52 ++    79.42   24.15 ++    86.09    4.28       83.63    3.08 ++    65.94    3.75 ++    84.64    7.31       85.80    5.46       85.51    7.33       83.77    7.68 +     85.36   86.17       85.80   85.64       85.08   78.82       85.22    0.32       85.51    0.32       83.05    7.52 ++    83.63  100.00 ++ 
  SD                           2.90    0.00        4.15    1.12        3.75    1.01        4.15    1.12        2.39    0.97        2.90    0.71       10.64    0.84        3.07    0.99        4.67    1.44        3.55    1.24        3.12    0.98        3.89    0.39        3.79    0.58        4.05    1.03        3.33    0.00        3.74    0.00        3.75    1.31        2.90    0.00    
  T-conf that DROP3 >         98.90  100.00       99.98  100.00       99.05  100.00       99.98  100.00      -58.11  -96.26       95.46  -99.93      100.00  -99.99       81.36   99.97      -50.00   50.00       60.99  100.00       94.74   99.96       72.02  100.00      -50.00  100.00       77.35  100.00       64.45 -100.00       66.91 -100.00       97.25   99.90       98.90  100.00    
  Wilcoxon conf               99.00   99.50       99.50   99.50       99.13   99.50       99.50   99.50       72.50  -98.00       92.50  -99.50       99.50  -99.50       85.00   99.50       50.00  -50.00       50.00   99.50       95.42   99.50       72.50   99.50       56.00   99.50       72.50   99.50       86.67  -99.50       72.50  -99.50       97.50   99.50       99.00   99.50    

echocardiogram                94.82  100.00       85.18   14.72 +     48.75   26.29 ++    85.18   14.72 +     72.86   11.57 ++    93.39    6.91       93.39    9.61       94.82   10.51       93.39   10.66       94.82   10.96       93.39    9.16       93.39   92.94       93.39   92.94       93.39   92.18       93.39    3.01       94.82    3.01       94.82    6.16       94.82  100.00    
  SD                           6.71    0.00       13.96    1.84       31.45    9.53       13.96    1.84       29.10    6.05        7.00    1.28        7.00    0.76        6.71    1.40        7.00    1.31        6.71    1.22        7.00    0.46        7.00    1.02        7.00    1.02        7.00    3.43        7.00    0.02        6.71    0.02        6.71    0.50        6.71    0.00    
  T-conf that DROP3 >        -82.83  100.00       94.26   99.99       99.92   99.98       94.26   99.99       95.91   68.18      -50.00  -99.98      -50.00  -99.51      -82.83  -61.11      -50.00   50.00      -82.83   82.83      -50.00  -99.25      -50.00  100.00      -50.00  100.00      -50.00  100.00      -50.00 -100.00      -82.83 -100.00      -82.83 -100.00      -82.83  100.00    
  Wilcoxon conf              -50.00   99.50       93.75   99.50       99.50   99.50       93.75   99.50       50.00   68.33       50.00  -99.50       50.00  -99.50      -50.00  -56.67       50.00  -50.00      -50.00   50.00       50.00  -98.63       50.00   99.50       50.00   99.50       50.00   99.50       50.00  -99.50      -50.00  -99.50      -50.00  -99.50      -50.00   99.50    

flag                          61.34  100.00       53.63   50.29 ++    53.63   51.66 ++    53.11   49.95 ++    49.47   34.14 ++    56.18   45.88 +     43.18    9.04 ++    62.79   20.62       61.29   20.45       59.58   27.09       58.13   25.26       63.32   67.07       62.76   62.83       61.24   55.67       55.50    2.00       56.16    2.06       55.13   47.42 +     61.34  100.00    
  SD                          13.29    0.00       13.01    3.14       11.06    2.29       12.64    3.26       14.18    3.11       14.66    4.16       12.88    2.71       13.59    1.93       15.57    2.06       18.40    3.86       13.30    2.53       13.91    1.45       12.32    2.07       12.00    3.07        9.95    0.73       14.11    0.55       10.40    2.93       13.29    0.00    
  T-conf that DROP3 >        -50.50  100.00       95.21  100.00       96.56  100.00       97.94  100.00       99.97  100.00       91.40  100.00       99.83 -100.00      -73.50   57.29      -50.00   50.00       71.66  100.00       89.26  100.00      -79.41  100.00      -68.98  100.00       51.06  100.00       85.59 -100.00       83.89 -100.00       91.33  100.00      -50.50  100.00    
  Wilcoxon conf               60.00   99.50       95.42   99.50       95.83   99.50       98.25   99.50       99.50   99.50       93.33   99.50       99.50  -99.50      -65.00   55.00       50.00  -50.00       80.00   99.50       88.33   99.50      -75.00   99.50      -70.00   99.50       60.00   99.50       82.50  -99.50       85.00  -99.50       90.00   99.50       60.00   99.50    

glass                         73.83  100.00 --    68.14   38.53       64.39   42.63       66.78   39.25       62.14   33.80       69.59   38.42 -     62.97   15.47       65.04   23.11       65.02   23.88       65.91   29.54       65.45   24.82       65.91   70.82       64.00   69.06       67.75   65.89       50.54    2.28 ++    63.98    3.53       68.66   41.07       73.83  100.00 -- 
  SD                          10.09    0.00        6.54    2.12        7.68    1.58        9.66    1.58        7.60    2.36       11.11    1.88       15.15    2.57        9.27    3.40        5.43    3.21        9.55    1.43        6.50    2.20        7.13    2.52        6.21    3.48       10.57    2.02       13.45    0.66       10.21    0.98       10.01    3.01       10.09    0.00    
  T-conf that DROP3 >        -99.74  100.00      -87.19  100.00       58.17  100.00      -70.47  100.00       87.79  100.00      -93.19  100.00       63.74 -100.00      -50.50  -68.71      -50.00   50.00      -62.49  100.00      -58.10   75.78      -68.40  100.00       68.52  100.00      -81.33  100.00       99.70 -100.00       59.68 -100.00      -89.71  100.00      -99.74  100.00    
  Wilcoxon conf              -99.50   99.50      -85.00   99.50       75.00   99.50      -60.00   99.50       91.67   99.50      -88.75   99.50       52.00  -99.50       70.00  -76.67       50.00  -50.00       50.00   99.50      -53.33   75.00       50.00   99.50       81.67   99.50      -75.00   99.50       99.50  -99.50       67.50  -99.50      -80.00   99.50      -99.50   99.50    

heart.cleveland.2             81.19  100.00       73.95   30.84 ++    76.25   33.88 ++    73.96   30.29 ++    81.16   11.11       79.49   13.64       70.91    6.09 ++    79.55   11.92       80.84   12.76       78.19   15.26       79.84   15.37       82.50   83.46       82.16   82.51       81.51   72.72       81.52    0.73       82.15    0.73       77.87   21.56       81.19  100.00    
  SD                           5.37    0.00        7.67    1.99        4.49    1.14        7.62    1.30        8.80    2.16        5.95    1.57        6.21    1.89        9.05    2.23        6.10    2.03        8.23    1.45        7.35    1.89        6.51    1.31        7.43    1.51        7.16    1.41        6.49    0.00        7.76    0.00        7.38    1.10        5.37    0.00    
  T-conf that DROP3 >        -57.83  100.00       98.20  100.00       95.77  100.00       99.81  100.00      -55.31  -91.09       71.94   88.07       99.84 -100.00       71.30  -81.78      -50.00   50.00       86.97   99.72       74.04   99.64      -86.24  100.00      -78.71  100.00      -65.70  100.00      -61.19 -100.00      -74.33 -100.00       85.92  100.00      -57.83  100.00    
  Wilcoxon conf              -57.50   99.50       99.38   99.50       93.75   99.50       99.50   99.50       58.00  -90.00       68.33   86.25       99.50  -99.50       71.67  -87.50       50.00  -50.00       87.50   99.50       65.00   99.50      -81.67   99.50      -72.50   99.50      -75.00   99.50      -58.00  -99.50      -72.50  -99.50       85.00   99.50      -57.50   99.50    

heart.hungarian.2             79.55  100.00       70.40   28.87 ++    75.84   34.01 ++    73.87   27.44 ++    79.20    9.90       77.18   12.28 ++    72.17    5.74 ++    78.52    8.80       80.29    9.86       79.22   11.53       79.60   11.15       80.28   82.12       79.25   79.93       80.62   70.79       80.61    0.75       82.30    0.75       77.84   18.33       79.55  100.00    
  SD                           5.94    0.00        7.93    1.57        7.97    1.87        8.37    1.49        8.52    1.34        6.47    1.60        9.34    1.91        8.63    2.09        6.73    1.21        6.40    2.27        6.88    2.86        7.02    1.34        6.36    1.17        5.55    2.08        6.59    0.01        7.12    0.01        7.53    3.01        5.94    0.00    
  T-conf that DROP3 >         62.11  100.00       99.98  100.00       98.86  100.00       98.62  100.00       66.16   52.46       96.07   99.86       99.72 -100.00       78.85  -90.95      -50.00   50.00       74.91   97.38       65.71   94.21       50.32  100.00       78.63  100.00      -59.98  100.00      -57.01 -100.00      -83.36 -100.00       82.43  100.00       62.11  100.00    
  Wilcoxon conf               55.00   99.50       99.50   99.50       98.25   99.50       98.25   99.50       62.50   55.00       95.00   99.50       99.50  -99.50       85.00  -90.00       50.00  -50.00       86.67   98.00       70.00   93.33       53.33   99.50       75.00   99.50      -60.00   99.50      -65.00  -99.50      -75.00  -99.50       85.00   99.50       55.00   99.50    

heart.long-beach-va.2         70.00  100.00       61.00   35.67 ++    67.00   43.56 ++    57.00   35.39 ++    70.00    4.89       70.00   19.28       69.00    4.39       70.00   11.83 +     73.50    4.50       74.00   11.72       73.00   14.94       74.00   75.44       74.00   72.72       74.00   62.28       72.50    0.84 +     74.50    1.11       71.00   28.61       70.00  100.00    
  SD                           9.13    0.00        9.37    1.22       12.06    1.93        8.23    1.89       12.69    1.99       10.27    3.02       12.65    1.03       10.54    2.65        5.80    3.70        6.99    2.85        7.89    3.17        5.68    1.41        5.68    1.37        5.68    1.98        5.89    0.29        9.56    0.00        9.66    3.90        9.13    0.00    
  T-conf that DROP3 >         83.92  100.00       99.85  100.00       95.84  100.00       99.98  100.00       89.54   65.06       86.44  100.00       84.88  -53.54       93.38  100.00      -50.00   50.00      -63.68   99.99       57.99  100.00      -82.83  100.00      -82.83  100.00      -82.83  100.00       91.61  -99.49      -67.88  -99.12       82.83  100.00       83.92  100.00    
  Wilcoxon conf               85.00   99.50       99.50   99.50       94.17   99.50       99.50   99.50       88.33   55.00       85.00   99.50       81.25  -65.00       92.50   99.50       50.00  -50.00      -60.00   99.50       56.00   99.50      -50.00   99.50      -50.00   99.50      -50.00   99.50       50.00  -99.50      -60.00  -99.50       83.33   99.50       85.00   99.50    

heart.more.2                  73.78  100.00 ++    69.69   33.21 ++    72.22   43.64 ++    69.69   33.21 ++    76.31    9.36       75.15   16.81 ++    63.46    3.51 ++    73.98   10.72 ++    76.38    9.14       74.36   13.19 ++    74.63   14.62 ++    76.31   76.58       76.51   74.41       75.60   66.97       67.48    0.14 ++    73.13    0.14 ++    72.74   21.24 ++    73.78  100.00 ++ 
  SD                           4.42    0.00        4.08    0.83        3.58    1.15        4.08    0.83        5.71    1.06        4.64    1.02        5.36    0.75        4.49    1.29        4.94    0.68        4.73    0.83        4.91    1.07        4.14    0.57        4.40    0.65        4.08    0.88        5.63    0.00        5.35    0.00        3.63    0.95        4.42    0.00    
  T-conf that DROP3 >         99.65  100.00       99.95  100.00       98.55  100.00       99.95  100.00       52.50   69.27       96.79  100.00       99.99 -100.00       99.21   99.93      -50.00   50.00       99.82  100.00       95.26  100.00       54.50  100.00      -57.63  100.00       88.80  100.00      100.00 -100.00       98.31 -100.00       98.36  100.00       99.65  100.00    
  Wilcoxon conf               99.50   99.50       99.50   99.50       98.25   99.50       99.50   99.50      -58.00   68.33       95.63   99.50       99.50  -99.50       99.38   99.50       50.00  -50.00       99.50   99.50       92.50   99.50       52.50   99.50      -60.00   99.50       82.50   99.50       99.50  -99.50       98.25  -99.50       98.25   99.50       99.50   99.50    

heart                         81.48  100.00       70.00   26.17 ++    77.04   33.78 ++    70.00   26.17 ++    80.00   13.58 ++    78.89    4.73 ++    72.59    5.47 ++    81.85   12.22       83.33   13.62       81.85   16.71       81.11   16.67       81.11   83.13 ++    81.11   81.98 ++    81.85   72.02       74.44    0.82 ++    81.85    0.82       74.45   13.70 ++    81.48  100.00    
  SD                           6.98    0.00        5.91    2.06        6.72    1.78        5.91    2.06        7.45    1.16        7.42    1.08        5.58    1.78        9.15    2.57        8.95    1.68        8.09    2.00        8.27    2.62        8.63    1.43        8.63    1.19        7.50    1.78        7.90    0.00        8.63    0.00        7.29    2.53        6.98    0.00    
  T-conf that DROP3 >         82.82  100.00       99.93  100.00       98.43  100.00       99.93  100.00       95.27  -53.14       98.16 -100.00       99.87 -100.00       76.90  -97.36      -50.00   50.00       81.35  100.00       84.33   99.79       97.45  100.00       97.45  100.00       78.85  100.00       99.97 -100.00       81.33 -100.00       99.84   53.37       82.82  100.00    
  Wilcoxon conf               86.67   99.50       99.50   99.50       97.50   99.50       99.50   99.50       95.00  -52.50       95.63  -99.50       99.50  -99.50       91.67  -98.25       50.00  -50.00       75.00   99.50       75.00   99.50       91.25   99.50       91.25   99.50       83.33   99.50       99.50  -99.50       81.25  -99.50       99.50   54.00       86.67   99.50    

heart.swiss.2                 92.69  100.00       91.09   11.38       92.69   15.90       90.26   11.38 +     93.46    3.70       92.69    4.25       93.46    1.81       93.46    2.53       93.46    1.81       93.46    2.35       92.63    5.42       93.46   93.49       93.46   93.49       93.46   88.71       93.46    0.90       93.46    0.90       93.46    4.79       92.69  100.00    
  SD                           6.13    0.00       10.43    2.05        6.13    2.03        9.96    2.05        6.54    1.16        6.13    2.56        6.54    0.01        6.54    1.58        6.54    0.01        6.54    1.73        6.14    2.00        6.54    0.71        6.54    0.71        6.54    1.77        6.54    0.00        6.54    0.00        6.54    1.71        6.13    0.00    
  T-conf that DROP3 >         82.83  100.00       82.82  100.00       82.83  100.00       92.07  100.00      -50.00   99.97       82.83   99.27      -50.00   50.00      -50.00   90.90      -50.00   50.00      -50.00   82.83       82.83   99.99      -50.00  100.00      -50.00  100.00      -50.00  100.00      -50.00 -100.00      -50.00 -100.00      -50.00   99.98       82.83  100.00    
  Wilcoxon conf               50.00   99.50       85.00   99.50       50.00   99.50       93.75   99.50       50.00   99.50       50.00   99.00       50.00  -50.00       50.00   50.00       50.00  -50.00       50.00   50.00       50.00   99.50       50.00   99.50       50.00   99.50       50.00   99.50       50.00  -99.50       50.00  -99.50       50.00   99.50       50.00   99.50    

hepatitis                     80.62  100.00       75.50   25.30 ++    81.92   30.96       74.17   25.66 ++    73.08    5.09       80.00    7.59       72.38    4.66 ++    80.75   10.54       81.87    7.81       78.75    9.75 ++    83.29    9.39       81.25   83.73       80.58   82.80       81.33   75.20       76.67    1.00 ++    78.67    1.29 +     76.83   10.25 +     80.62  100.00    
  SD                          10.98    0.00       13.99    2.27       12.55    2.88       14.15    2.12       24.86    2.61        9.69    2.31       18.00    2.06        8.93    1.45        9.00    2.39        9.35    2.91       10.90    1.83        8.85    0.87        9.19    1.15        8.63    2.67       12.77    0.37       11.94    0.30       13.41    2.64       10.98    0.00    
  T-conf that DROP3 >         68.23  100.00       97.79  100.00      -50.68  100.00       99.56  100.00       85.05  -99.60       89.65  -62.84       97.01  -99.87       67.02   99.75      -50.00   50.00       97.39   97.04      -74.00   91.94       62.98  100.00       77.35  100.00       61.69  100.00       98.78 -100.00       94.87 -100.00       93.64   99.33       68.23  100.00    
  Wilcoxon conf               65.00   99.50       95.00   99.50      -56.67   99.50       99.50   99.50       80.00  -99.50       70.00  -60.00       97.88  -99.50      -60.00   99.50       50.00  -50.00       99.50   99.50      -80.00   92.50       50.00   99.50       50.00   99.50       50.00   99.50       96.88  -99.50       87.50  -99.50       85.00   99.00       65.00   99.50    

horse-colic                   57.84  100.00 ++    59.90   35.66 ++    64.47   48.65 ++    60.24   35.36 ++    66.75    8.49       67.73   21.82       59.15    1.55 ++    70.74    8.20       70.13   10.30       67.73   20.41       68.45   14.14       45.89   58.21 ++    32.91   27.87 ++    45.89   52.16 ++    67.09    0.37       67.09    0.37       63.12   21.89 ++    57.84  100.00 ++ 
  SD                           9.23    0.00       12.83    2.26        9.58    2.23       12.87    2.28       10.01    1.97        8.72    2.64        9.61    0.88       11.57    1.27        8.30    2.55       12.15    1.70       13.22    2.24       10.43    3.20        7.85    2.54       12.08    2.14        7.85    0.00        7.85    0.00        9.75    2.87        9.23    0.00    
  T-conf that DROP3 >         99.95  100.00       99.32  100.00       96.42  100.00       99.14  100.00       84.37  -95.03       73.46  100.00       99.70 -100.00      -57.91  -97.93      -50.00   50.00       71.25  100.00       71.39   99.10      100.00  100.00      100.00  100.00       99.99  100.00       81.86 -100.00       81.86 -100.00       98.14  100.00       99.95  100.00    
  Wilcoxon conf               99.50   99.50       99.50   99.50       94.17   99.50       99.50   99.50       86.25  -92.50       73.33   99.50       99.50  -99.50      -65.00  -98.00       50.00  -50.00       70.00   99.50       76.67   99.00       99.50   99.50       99.50   99.50       99.50   99.50       85.00  -99.50       85.00  -99.50       99.25   99.50       99.50   99.50    

image.segmentation.all        93.10  100.00       90.00   16.61 ++    77.38   13.02 ++    89.53   16.93 ++    92.15   16.01       91.91   11.11       81.19    6.61 ++    92.86   10.45       92.62   10.98       94.05   12.41 -     89.29   11.35 ++    91.91   92.73       91.43   91.77       92.14   91.46       85.95    2.23 ++    89.76    2.43 ++    89.76   11.30 ++    93.10  100.00    
  SD                           5.77    0.00        4.74    1.04        5.41    0.69        4.08    1.16        3.56    0.93        4.79    1.14        5.88    1.16        5.26    1.10        4.82    0.79        3.41    1.05        5.41    0.85        5.64    0.97        6.17    1.05        5.84    1.14        8.21    0.18        5.51    0.11        6.26    0.48        5.77    0.00    
  T-conf that DROP3 >        -66.91  100.00       98.41  100.00      100.00   99.99       98.34  100.00       65.37  100.00       75.21   59.48      100.00 -100.00      -60.98  -88.92      -50.00   50.00      -92.99  100.00       99.66   88.51       75.21  100.00       85.09  100.00       66.11  100.00       99.36 -100.00       96.33 -100.00       98.81   84.21      -66.91  100.00    
  Wilcoxon conf              -57.50   99.50       96.67   99.50       99.50   99.50       99.25   99.50       57.50   99.50       67.50   56.00       99.50  -99.50      -62.50  -85.00       50.00  -50.00      -96.25   99.50       99.50   87.50       80.00   99.50       85.00   99.50       76.67   99.50       99.25  -99.50       96.67  -99.50       99.00   83.33      -57.50   99.50    

ionosphere                    84.62  100.00 ++    82.93   21.62 ++    81.74   19.22 ++    82.93   21.62 ++    85.75   14.59       86.32   12.88       79.77    3.23 ++    86.60    7.79       87.75    7.06       86.90   10.61       86.90    9.78       84.04   84.23 ++    84.04   82.27 ++    84.05   82.18 ++    73.77    0.63 ++    80.89    0.63 ++    88.89   10.03       84.62  100.00 ++ 
  SD                           5.41    0.00        4.72    1.09        7.06    0.72        4.72    1.09        5.87    2.17        5.54    0.98        5.95    0.49        4.69    1.20        5.57    0.58        5.41    0.92        6.31    0.85        6.07    1.18        6.07    1.08        5.41    0.77        5.91    0.00        5.10    0.00        5.29    1.00        5.41    0.00    
  T-conf that DROP3 >         98.78  100.00       97.57  100.00       95.98  100.00       97.57  100.00       81.77  100.00       89.39  100.00       99.75 -100.00       82.86   92.74      -50.00   50.00       73.82  100.00       71.80  100.00       99.90  100.00       99.90  100.00       99.81  100.00      100.00 -100.00       99.70 -100.00      -73.88  100.00       98.78  100.00    
  Wilcoxon conf               99.00   99.50       96.88   99.50       95.83   99.50       96.88   99.50       76.67   99.50       86.67   99.50       99.50  -99.50       86.67   90.83       50.00  -50.00       65.00   99.50       80.00   99.50       99.50   99.50       99.50   99.50       99.50   99.50       99.50  -99.50       99.50  -99.50      -70.00   99.50       99.00   99.50    

iris                          94.00  100.00       90.00   12.74 ++    83.34   14.07 ++    90.00   12.74 ++    94.67   19.78       93.33    9.56 ++    84.67    8.59 ++    94.67   14.22       95.33   14.81       95.33   14.89       94.00   12.15       95.33   94.74       95.33   94.67       95.33   93.78       88.67    2.29 ++    92.66    2.29       92.00   10.59 ++    94.00  100.00    
  SD                           5.84    0.00        5.66    0.76       16.10    0.78        5.66    0.76        5.26    1.94        4.44    0.89        8.92    1.64        5.26    1.67        4.50    1.75        4.50    1.69        6.63    0.94        4.50    0.96        4.50    1.04        4.50    1.12        7.06    0.23        5.84    0.23        5.26    1.67        5.84    0.00    
  T-conf that DROP3 >         77.85  100.00       98.88  -99.44       98.08  -89.40       98.88  -99.44       62.11  100.00       95.94 -100.00       99.34 -100.00       70.45  -75.60      -50.00   50.00      -50.00   66.21       69.03  -99.98      -50.00  100.00      -50.00  100.00      -50.00  100.00       99.81 -100.00       86.53 -100.00       95.22 -100.00       77.85  100.00    
  Wilcoxon conf               50.00   99.50       99.25  -99.00       99.50  -90.83       99.25  -99.00       50.00   99.50       50.00  -99.50       99.50  -99.50       50.00   52.00       50.00  -50.00       50.00   50.00       65.00  -99.50       50.00   99.50       50.00   99.50       50.00   99.50       99.50  -99.50       90.00  -99.50       96.88  -99.50       50.00   99.50    

led+17                        67.10  100.00 ++    55.50   43.14 ++    59.10   51.38 ++    55.50   43.16 ++    60.70   32.31 ++    66.60   20.90 ++    61.40    9.94 ++    69.20   12.98       70.40   12.66       69.50   16.37 +     69.80   14.96       71.00   71.42 -     70.90   70.00       70.90   58.98       71.20    1.66       72.20    1.40 --    64.50   31.91 ++    67.10  100.00 ++ 
  SD                           3.35    0.00        4.12    1.29        1.91    0.46        4.12    1.31        4.57    0.94        3.24    1.95        7.11    2.08        3.12    1.63        3.60    0.96        4.06    1.30        2.57    0.97        3.86    0.65        3.96    0.98        3.90    0.73        4.71    0.24        3.88    0.21        4.74    1.90        3.35    0.00    
  T-conf that DROP3 >         99.45  100.00      100.00  100.00      100.00  100.00      100.00  100.00      100.00  100.00       99.84  100.00       99.85  -99.92       85.17   70.70      -50.00   50.00       90.33  100.00       75.87  100.00      -92.98  100.00      -87.78  100.00      -72.15  100.00      -79.15 -100.00      -99.18 -100.00       99.94  100.00       99.45  100.00    
  Wilcoxon conf               99.38   99.50       99.50   99.50       99.50   99.50       99.50   99.50       99.50   99.50       99.50   99.50       99.50  -99.50       85.00   70.00       50.00  -50.00       90.00   99.50       76.67   99.50      -91.67   99.50      -83.75   99.50      -76.67   99.50      -80.00  -99.50      -99.25  -99.50       99.50   99.50       99.38   99.50    

led-creator                   73.40  100.00 -     64.90   35.79 ++    71.80   92.78       64.60   35.71 ++    70.40   22.04       72.30   13.92       68.30   10.05 ++    71.80   11.85       71.70   11.93       71.90   13.71       72.00   12.33       72.10   73.88       72.00   72.86       71.80   72.07       70.40    1.53       72.10    1.52       72.00   14.72       73.40  100.00 -  
  SD                           5.13    0.00        5.34    0.78        5.16    1.65        5.74    0.79        7.78    0.83        6.34    1.05        4.79    1.14        6.63    2.07        4.90    0.72        5.53    1.03        4.81    0.68        5.22    1.05        4.90    1.17        5.18    1.03        3.89    0.21        3.57    0.30        4.92    1.59        5.13    0.00    
  T-conf that DROP3 >        -93.64  100.00       99.99  100.00      -53.77  100.00       99.99  100.00       73.24  100.00      -70.11   99.84       98.01  -99.99      -52.81  -56.08      -50.00   50.00      -61.24   99.98      -59.87   95.87      -70.85  100.00      -65.44  100.00      -53.46  100.00       89.67 -100.00      -65.20 -100.00      -59.64   99.86      -93.64  100.00    
  Wilcoxon conf              -95.00   99.50       99.50   99.50      -55.00   99.50       99.50   99.50       71.67   99.50      -66.67   99.50       97.88  -99.50      -55.00   60.00       50.00  -50.00       50.00   99.50      -67.50   95.83      -63.33   99.50       55.00   99.50       61.67   99.50       90.00  -99.50      -60.00  -99.50      -52.50   99.50      -95.00   99.50    

liver.bupa                    65.57  100.00 -     56.80   40.87       57.70   52.59       56.80   40.87       58.24   10.66       61.38   38.36       58.23   10.92       67.77   24.77 --    60.84   24.99       62.59   32.56       65.50   31.08 --    61.12   68.15       58.77   63.13       60.24   52.34       56.74    0.55 ++    57.65    0.65       59.69   46.99       65.57  100.00 -  
  SD                           7.85    0.00        7.83    1.33       11.08    1.08        7.83    1.33        7.31    1.03        8.72    3.42        9.45    3.44        8.17    2.33        8.42    2.47        5.46    3.32        7.85    3.21        7.11    1.84       10.41    2.44        9.52    2.12       11.27    0.16       10.95    0.01        6.30    3.62        7.85    0.00    
  T-conf that DROP3 >        -90.81  100.00       83.72  100.00       80.33  100.00       83.72  100.00       79.92 -100.00      -56.49  100.00       72.45 -100.00      -99.68  -58.93      -50.00   50.00      -87.08   99.99      -97.31   99.99      -55.99  100.00       77.37  100.00       59.71  100.00       96.49 -100.00       83.72 -100.00       70.75  100.00      -90.81  100.00    
  Wilcoxon conf              -93.13   99.50       82.50   99.50       73.33   99.50       82.50   99.50       66.67  -99.50      -60.00   99.50      -60.00  -99.50      -99.50  -63.33       50.00  -50.00      -90.00   99.50      -97.08   99.50      -60.00   99.50       80.00   99.50       50.00   99.50       95.00  -99.50       80.00  -99.50       70.00   99.50      -93.13   99.50    

pima-indians-diabetes         73.56  100.00       65.76   36.89 ++    67.97   42.95 ++    65.76   36.89 ++    69.78   10.97 ++    71.61   12.65 ++    65.22    6.50 ++    70.44   17.59 ++    75.01   16.90       72.53   21.76 +     73.05   21.95 +     75.39   76.37       75.91   74.52       74.87   64.61       67.84    0.29 ++    75.27    0.29       67.06   20.62 ++    73.56  100.00    
  SD                           5.54    0.00        3.68    0.93        6.99    0.95        3.68    0.93        5.61    0.66        4.69    1.56        6.01    1.90        3.97    0.97        4.96    0.84        5.10    0.93        5.79    1.19        4.51    1.03        4.29    0.99        5.02    1.00        5.39    0.00        4.02    0.00        6.47    1.42        5.54    0.00    
  T-conf that DROP3 >         87.15  100.00       99.98  100.00       99.96  100.00       99.98  100.00       98.37 -100.00       99.52 -100.00       99.73 -100.00       99.67   96.96      -50.00   50.00       93.11  100.00       90.79  100.00      -65.40  100.00      -79.15  100.00       55.01  100.00      100.00 -100.00      -58.72 -100.00       99.84  100.00       87.15  100.00    
  Wilcoxon conf               86.67   99.50       99.50   99.50       99.50   99.50       99.50   99.50       98.00  -99.50       99.25  -99.50       99.50  -99.50       99.50   96.25       50.00  -50.00       90.00   99.50       92.50   99.50      -60.00   99.50      -75.00   99.50       72.50   99.50       99.50  -99.50       52.00  -99.50       99.50   99.50       86.67   99.50    

promoters                     93.45  100.00 -     86.73   13.83       87.09   15.51       84.91   14.35       91.64   18.12       83.09    7.34       87.00    6.40       84.91   13.63       86.82   16.67       86.82   16.67       87.00   12.58       93.45   96.33 -     93.45   96.33 -     93.45   95.07 -     88.82    2.10       91.36    2.10 -     86.82    8.18       93.45  100.00 -  
  SD                           7.57    0.00        7.89    1.94       12.95    1.45        6.46    2.07        6.75    3.42       12.98    2.99        8.67    0.34       10.03    2.19       12.75    2.52       12.75    2.52        8.67    2.78        7.57    1.73        7.57    1.73        7.57    1.78       11.31    0.02        7.07    0.02        9.99    2.49        7.57    0.00    
  T-conf that DROP3 >        -90.95  100.00       50.80  -98.06      -52.96  -88.01       67.06  -96.25      -86.63   83.40       82.04 -100.00      -52.20 -100.00       73.80  -99.51      -50.00   50.00      -50.00   50.00      -51.73  -99.97      -90.95  100.00      -90.95  100.00      -90.95  100.00      -71.97 -100.00      -90.37 -100.00      -50.00 -100.00      -90.95  100.00    
  Wilcoxon conf              -90.83   99.50      -52.50  -98.00      -53.33  -83.33       62.50  -95.83      -90.00   81.25       81.67  -99.50      -57.50  -99.50       70.00  -98.75       50.00  -50.00       50.00  -50.00      -52.50  -99.50      -90.83   99.50      -90.83   99.50      -90.83   99.50      -77.50  -99.50      -86.67  -99.50       55.00  -99.50      -90.83   99.50    

sonar                         87.55  100.00 --    74.12   32.85       79.81   28.26       80.88   33.87       69.38   12.02 ++    83.29   29.86 --    64.93   11.38 ++    80.88   26.60 -     78.00   26.87       82.81   31.20 -     79.88   29.81       81.79   84.35       78.38   81.78       80.36   80.29       70.24    1.07 ++    70.29    1.07 ++    81.78   28.95       87.55  100.00 -- 
  SD                           7.54    0.00       12.66    2.23        8.02    1.71        9.75    1.82       12.95    3.73       11.25    2.84       11.06    3.11       12.02    2.13       12.25    1.36        8.41    1.72       11.88    2.32        9.56    1.28        9.31    2.30       10.46    1.53       10.61    0.00       10.13    0.00        9.40    2.06        7.54    0.00    
  T-conf that DROP3 >        -99.77  100.00       87.63   99.99      -67.71   95.43      -87.17  100.00       95.12 -100.00      -98.08   99.84       99.98 -100.00      -90.23  -61.84      -50.00   50.00      -93.26  100.00      -71.85   99.52      -89.18  100.00      -54.44  100.00      -76.41  100.00       97.16 -100.00       98.43 -100.00      -83.89   97.89      -99.77  100.00    
  Wilcoxon conf              -99.50   99.50       90.00   99.50      -57.50   95.00      -88.33   99.50       92.50  -99.50      -98.63   99.50       99.50  -99.50      -80.00  -70.00       50.00  -50.00      -95.42   99.50      -72.50   99.50      -88.33   99.50       60.00   99.50      -62.50   99.50       98.25  -99.50       98.25  -99.50      -75.00   98.00      -99.50   99.50    

soybean-large                 88.59  100.00 -     83.10   24.97       80.44   20.27 +     84.06   24.61       86.63   30.33       87.27   24.76       77.20   19.51 ++    86.60   22.77 -     84.97   25.26       86.29   28.41       83.73   25.44       86.61   89.90 --    85.97   87.41       86.62   88.24 -     82.70    7.35       85.92    7.78       85.01   24.32       88.59  100.00 -  
  SD                           5.12    0.00        7.96    0.83        5.75    0.58        7.16    1.12        6.60    0.96        6.24    2.32        7.93    1.25        7.11    2.00        8.46    1.30        8.75    1.57        8.11    1.69        7.51    0.77        7.79    1.85        6.68    1.01        5.46    0.34        7.24    0.79        3.15    2.10        5.12    0.00    
  T-conf that DROP3 >        -93.04  100.00       71.44  -69.82       94.47 -100.00       61.99  -82.96      -78.13  100.00      -78.92  -71.13       98.68 -100.00      -91.34  -99.95      -50.00   50.00      -84.52  100.00       70.29   65.40      -95.23  100.00      -80.75  100.00      -93.15  100.00       81.82 -100.00      -65.80 -100.00      -50.72  -86.71      -93.04  100.00    
  Wilcoxon conf              -90.00   99.50       81.25  -52.00       96.25  -99.50       78.33  -81.67      -65.00   99.50      -67.50  -73.33       98.00  -99.50      -86.67  -99.50       50.00  -50.00      -80.00   99.50       60.00   61.67      -92.50   99.50      -90.00   99.50      -93.75   99.50       77.50  -99.50      -65.00  -99.50       57.50  -85.00      -90.00   99.50    

vehicle                       71.76  100.00 --    67.50   37.04       67.27   43.21 -     67.50   37.04       67.62   28.36       68.10   32.51 -     59.91   12.07 ++    67.37   21.49       65.85   23.00       67.03   27.88       70.22   26.71 --    69.52   73.81 --    69.05   69.75 --    70.21   64.74 --    58.15    2.24 ++    60.76    2.47 ++    67.74   38.05 --    71.76  100.00 -- 
  SD                           2.54    0.00        6.12    0.98        4.27    0.42        6.12    0.98        4.51    1.05        3.96    2.06        5.90    1.20        3.00    0.94        2.73    1.18        3.16    1.02        3.84    1.53        4.59    0.79        5.12    1.05        4.31    0.89        4.87    0.39        3.54    0.37        2.37    1.74        2.54    0.00    
  T-conf that DROP3 >        -99.99  100.00      -75.48  100.00      -92.31  100.00      -75.48  100.00      -85.01  100.00      -94.56  100.00       98.23 -100.00      -85.16  -99.89      -50.00   50.00      -85.95  100.00      -99.74   99.98      -98.90  100.00      -97.13  100.00      -98.68  100.00       99.85 -100.00       99.21 -100.00      -95.66  100.00      -99.99  100.00    
  Wilcoxon conf              -99.50   99.50      -80.00   99.50      -92.50   99.50      -80.00   99.50      -81.67   99.50      -93.33   99.50       98.00  -99.50      -80.00  -99.50       50.00  -50.00      -87.50   99.50      -99.50   99.50      -99.00   99.50      -97.50   99.50      -98.25   99.50       99.50  -99.50       99.38  -99.50      -93.75   99.50      -99.50   99.50    

voting                        95.64  100.00       93.59    9.12 ++    95.40   10.22       93.59    9.12 ++    95.64    5.44       94.26    2.02 +     93.11    2.91 +     94.50    4.90 ++    95.87    5.11       95.87    5.36       95.85    7.12       95.41   95.84       95.41   95.81       95.41   94.35       88.99    0.51 ++    94.25    0.51 +     92.65    3.29 ++    95.64  100.00    
  SD                           2.29    0.00        4.23    0.62        2.16    0.67        4.23    0.62        2.27    0.81        2.45    0.25        4.69    0.49        3.41    1.02        3.00    0.90        3.00    1.32        2.38    1.52        2.42    0.42        2.42    0.40        2.42    0.37        4.76    0.00        4.52    0.00        3.58    0.61        2.29    0.00    
  T-conf that DROP3 >         64.02  100.00       96.28  100.00       70.87  100.00       96.28  100.00       66.12   78.01       94.59 -100.00       94.81  -99.99       97.47  -70.51      -50.00   50.00      -50.00   91.14       50.81   99.83       78.06  100.00       78.06  100.00       78.06  100.00       99.99 -100.00       93.33 -100.00       96.09  -99.97       64.02  100.00    
  Wilcoxon conf               80.00   99.50       95.00   99.50       70.00   99.50       95.00   99.50       50.00   66.67       99.50  -99.50       96.25  -99.50       99.50  -73.33       50.00  -50.00       50.00   50.00       65.00   99.50       50.00   99.50       50.00   99.50       50.00   99.50       99.50  -99.50       50.00  -99.50       95.00  -99.50       80.00   99.50    

vowel                         96.57  100.00 --    86.72   30.05 +     78.56   19.97 ++    87.48   29.71       89.57   36.59       93.17   36.15 --    83.31   39.16 ++    91.08   44.66 --    89.56   45.22       90.70   46.02 --    93.36   42.66 --    92.40   96.57 --    91.27   95.94 -     93.55   96.69 --    50.20    4.69 ++    57.77    6.65 ++    89.39   36.43       96.57  100.00 -- 
  SD                           3.82    0.00        6.01    0.87        6.84    0.30        6.60    1.05        4.51    1.46        3.38    0.94        6.65    1.33        4.56    1.36        5.63    1.10        5.86    1.43        4.52    0.99        5.35    0.46        5.42    0.63        5.93    0.48        6.07    1.26        8.21    1.70        5.69    0.72        3.82    0.00    
  T-conf that DROP3 >       -100.00  100.00       93.34 -100.00       99.99 -100.00       86.25 -100.00      -50.32 -100.00      -97.80 -100.00       99.79 -100.00      -98.17  -96.80      -50.00   50.00      -97.43   99.78      -97.00 -100.00      -99.85  100.00      -94.63  100.00      -99.97  100.00      100.00 -100.00      100.00 -100.00       53.83 -100.00     -100.00  100.00    
  Wilcoxon conf              -99.50   99.50       93.33  -99.50       99.50  -99.50       83.33  -99.50       57.50  -99.50      -97.50  -99.50       99.50  -99.50      -97.50  -98.00       50.00  -50.00      -99.50   99.50      -97.75  -99.50      -99.50   99.50      -95.42   99.50      -99.50   99.50       99.50  -99.50       99.50  -99.50      -55.00  -99.50      -99.50   99.50    

wine                          94.93  100.00       92.65   14.30       96.05   14.23       92.65   14.30       91.50   16.60 +     94.38    9.05       90.98    5.74 +     93.23   11.42 +     94.93   16.11       94.93   16.17       96.08    9.74       94.93   95.57       94.93   95.57       94.93   94.75       81.47    1.94 ++    95.46    2.12       95.46    7.80       94.93  100.00    
  SD                           4.11    0.00        5.46    1.71        4.69    0.78        5.46    1.71        4.21    1.74        4.63    1.58        7.76    0.83        6.49    1.19        6.19    1.68        6.19    1.65        4.59    1.57        4.11    0.86        4.11    0.86        4.11    1.03        5.84    0.19        5.37    0.78        3.67    1.65        4.11    0.00    
  T-conf that DROP3 >        -50.00  100.00       83.38  -99.24      -77.83  -99.90       83.38  -99.24       94.60   70.97       57.64 -100.00       92.50 -100.00       90.53 -100.00      -50.00   50.00      -50.00   82.83      -72.70 -100.00      -50.00  100.00      -50.00  100.00      -50.00  100.00       99.98 -100.00      -58.29 -100.00      -59.47 -100.00      -50.00  100.00    
  Wilcoxon conf               55.00   99.50       85.00  -99.00      -50.00  -99.50       85.00  -99.00       96.88   65.00       53.33  -99.50       92.50  -99.50       93.75  -99.50       50.00  -50.00       50.00   50.00      -72.50  -99.50       55.00   99.50       55.00   99.50       55.00   99.50       99.50  -99.50      -53.33  -99.50      -57.50  -99.50       55.00   99.50    

zoo                           94.44  100.00 --    91.11   12.47       76.67   10.62 ++    91.11   12.47       92.22   29.38       90.00   18.27       88.89   18.02       88.89   15.80       90.00   20.00       91.11   21.61       95.56   17.16 --    91.11   92.96       91.11   92.59       93.33   94.07 --    94.44    7.90 --    95.56    8.39 --    92.22   18.02       94.44  100.00 -- 
  SD                           5.86    0.00        8.76    1.79       21.88    0.64        8.76    1.79       13.91    2.08        9.73    2.59        7.41    2.11       12.83    3.18        9.73    1.82        7.03    2.04        5.74    2.50       10.21    1.75       10.21    2.02        7.77    1.91        7.86    0.64        5.74    0.52        9.15    2.74        5.86    0.00    
  T-conf that DROP3 >        -98.16  100.00      -70.45 -100.00       96.70 -100.00      -70.45 -100.00      -72.23  100.00       50.00  -91.60       70.45  -99.84       60.12  -99.21      -50.00   50.00      -70.45   99.34      -97.39  -98.66      -82.83  100.00      -82.83  100.00      -95.94  100.00      -98.16 -100.00      -99.25 -100.00      -82.83  -97.57      -98.16  100.00    
  Wilcoxon conf              -99.50   99.50      -50.00  -99.50       96.88  -99.50      -50.00  -99.50      -65.00   99.50       50.00  -87.50       50.00  -99.50       50.00  -98.50       50.00  -50.00      -50.00   99.50      -99.50  -98.50      -50.00   99.50      -50.00   99.50      -50.00   99.50      -99.50  -99.50      -99.50  -99.50      -82.50  -97.88      -99.50   99.50    

Average:                      82.11  100.00       76.48   26.69       75.44   31.63       76.58   26.64       78.85   16.13       80.65   16.88       72.65    8.41       81.07   14.03       81.14   14.31       81.11   17.30       81.39   16.09       80.95   83.34       80.09   80.92       81.01   77.44       75.68    1.83       79.24    2.01       79.53   19.58       82.11  100.00    
SD:                           11.70    0.00       13.11   12.22       12.13   18.46       13.23   12.14       12.89   10.51       11.46   12.54       13.93    7.33       11.05    8.43       11.66    9.01       11.88    9.71       11.32    8.79       12.75   10.75       14.29   14.56       12.97   14.60       13.28    1.98       13.12    2.21       12.38   13.17       11.70    0.00    
#times DROP3 better/worse:    14-17   31-0        26-5    25-6        24-7    25-6        25-6    25-6        20-10   20-11       20-10   17-14       28-1     0-30       17-13   10-21        0-0     0-0        11-15   30-0        18-12   25-6        10-18   31-0        10-17   31-0        12-16   31-0        24-5     0-31       16-14    0-31       18-12   22-9        14-17   31-0     
#times sig. better/worse:      5-10   31-0        19-1    25-5        20-1    25-4        19-2    25-5         8-2    13-9         9-5    15-12       24-0     0-29        5-6     8-11        0-0     0-0         4-3    26-0         4-5    22-6         4-6    31-0         4-5    31-0         3-7    31-0        17-1     0-31        9-4     0-31       12-1    20-8         5-10   31-0     
T Value:                       1.17   52.94        5.31    5.65        3.66    4.89        4.86    5.68        2.40    1.38        0.93    1.68        8.02    8.03        0.18    0.73        0.00    0.00        0.10    6.62        0.56    2.97        0.22   26.40        0.84   21.13        0.15   20.24        3.86    8.57        1.68    8.74        2.70    3.01        1.17   52.94    
T Prob:                      -87.42  100.00      100.00  100.00       99.95  100.00      100.00  100.00       98.85   91.16       82.04   94.86      100.00 -100.00       57.03  -76.34      -50.00   50.00       54.11  100.00      -71.14   99.71       58.46  100.00       79.58  100.00       55.88  100.00       99.97 -100.00       94.86 -100.00       99.44   99.74      -87.42  100.00    
Wilcoxon:                    -78.99   99.50       99.50   99.50       99.50   99.50       99.50   99.50       99.32   93.53       91.97   87.55       99.50  -99.50       70.23  -91.03       50.00  -50.00       56.25   99.50       62.42   99.50      -91.85   99.50      -57.88   99.50      -84.48   99.50       99.50  -99.50       95.62  -99.50       98.97   99.50      -78.99   99.50