Research Article
Cascade Support Vector Machines with Dimensionality Reduction
Table 1
Comparison of ISOMAP-ECM and LLE-ECM with various choices for
and
in terms of MSE on MakeClass data set with
,
, and
.
| DR | ISOMAP | LLE | | 10 | 20 | 30 | 10 | 20 | 30 | | | | | | | | | | | | | |
| 10 | 0.03 | 46.88 | 0.02 | 67.17 | 0.03 | 138.60 | 0.03 | 156.78 | 0.02 | 171.14 | 0.03 | 171.80 | 20 | 0.03 | 48.01 | 0.02 | 66.41 | 0.02 | 96.00 | 0.03 | 170.64 | 0.03 | 184.79 | 0.03 | 186.10 | 30 | 0.04 | 94.43 | 0.03 | 65.01 | 0.03 | 91.91 | 0.04 | 177.35 | 0.03 | 184.00 | 0.03 | 183.21 |
|
|