Table 5 Results of the KM-DBSCAN data reduction compared to other methods from the related work on the banana dataset.
Method | Accuracy | Loss/Gain in Accuracy | Reduction Ratio | SVs Reduction ratio | Speedup |
|---|---|---|---|---|---|
Whole dataset | 0.9044 | – | – | – | – |
FIFDR9 | 0.8770 | − 0.0274 | 0.684 | 0.315 | 4.990 |
CBCH10 | 0.8990 | − 0.0054 | 0.706 | 1.024 | 1.541 |
BPLSH11 | 0.8818 | − 0.0226 | 0.247 | 0.858 | 5.139 |
DBI14 | 0.9000 | − 0.0044 | 0.500 | 1.028 | 1.980 |
BRI14 | 0.8930 | − 0.0114 | 0.200 | 0.470 | 9.360 |
BRIX14 | 0.8800 | − 0.0244 | 0.100 | 0.068 | 51.620 |
SVO14 | 0.8980 | − 0.0064 | 0.221 | 0.996 | 5.230 |
SVOX14 | 0.9020 | − 0.0024 | 0.133 | 0.260 | 17.140 |
Proposed method | 0.91074 | +Â 0.00634 | 0.0372 | 0.05436 | 98.2 |