Table 3:
Accuracy for the
𝜈
-SVM using a linear combination of non-Euclidean dissimilarities in an HRKHS. The
𝜈
-SVM based on the best distance, the classical
𝜈
-SVM, and the Lanckriet formalism have been taken as a reference.
Technique
Breast B
DLBCL C
DLBCL D
𝜈
-SVM (Coordinates)
1
0
.
2
0
%
6
.
8
9
%
1
2
.
9
6
%
𝜈
-SVM (Best Distance)
8
.
6
%
6
.
8
9
%
1
4
.
8
1
%
𝜈
-SVM (Nonlinear kernel)
8
.
1
6
%
6
.
8
9
%
1
2
.
9
6
%
Lanckriet (finite family)
8
%
1
0
.
3
%
2
5
.
2
%
Infinite family of distances
6
%
5
.
3
3
%
1
6
%