Improving Localized Multiple Kernel Learning via Radius-Margin Bound

Table 1

Classification accuracy (mean ± standard derivation) on the selected datasets.

Dataset	SimpleMKL	LMKL	ILMKL
Ionosphere	92.07 ± 2.02	91.64 ± 2.77	93.89 ± 1.21
Heart	84.01 ± 1.38	83.92 ± 1.65	85.91 ± 2.84
Wdbc	96.19 ± 0.44	95.54 ± 2.35	96.97 ± 1.96
Wpbc	76.59 ± 1.02	77.40 ± 2.21	78.42 ± 1.14
Liver	64.45 ± 3.64	62.13 ± 2.93	64.87 ± 3.46
Musk1	89.79 ± 2.02	86.44 ± 3.37	90.27 ± 4.68
Sonar	83.42 ± 3.30	79.95 ± 3.15	82.98 ± 5.02
Fourclass	99.95 ± 0.06	99.93 ± 0.14	99.97 ± 0.09
Coloncancer	74.98 ± 8.18	74.83 ± 3.93	76.11 ± 1.16
Germannumber	72.74 ± 1.55	73.32 ± 1.78	75.24 ± 1.15
Pima	74.37 ± 2.05	75.23 ± 3.12	77.01 ± 1.52