Improving Localized Multiple Kernel Learning via Radius-Margin Bound

Table 3

Rate of support vectors comparison on the selected datasets.

Dataset	SimpleMKL	LMKL	ILMKL
Ionosphere	0.6982 ± 0.0926	0.4862 ± 0.0504	0.4565 ± 0.0674
Heart	0.7681 ± 0.0671	0.5948 ± 0.1486	0.4333 ± 0.1102
Wdbc	0.3640 ± 0.0213	0.2191 ± 0.0182	0.2010 ± 0.0218
Wpbc	0.9948 ± 0.0153	0.7928 ± 0.0952	0.7857 ± 0.0579
Liver	0.9982 ± 0.0026	0.9203 ± 0.0550	0.9302 ± 0.0111
Musk1	0.9316 ± 0.0309	0.6793 ± 0.0544	0.6185 ± 0.1155
Sonar	0.9126 ± 0.0330	0.6456 ± 0.0367	0.5398 ± 0.1079
Fourclass	0.3790 ± 0.0177	0.1804 ± 0.0514	0.1388 ± 0.0840
Coloncancer	1.0000 ± 0.0000	0.9274 ± 0.0265	0.9258 ± 0.0816
Germannumber	0.8972 ± 0.0373	0.7006 ± 0.0356	0.7378 ± 0.0407
Pima	0.7937 ± 0.0872	0.5893 ± 0.0876	0.5759 ± 0.0209