From: L2-norm multiple kernel learning and its application to biomedical data fusion
Algorithm Nr. | Formulation Nr. | Name | References | Formulation | Equations |
---|---|---|---|---|---|
1 | 1-A | 1-SVM L∞ MKL | [7] | SOCP | (20) |
1 | 1-B | 1-SVM L∞ MKL | [7] | QCQP | (20) |
2 | 2-A | 1-SVM L∞ (0.5) MKL | [7] | SOCP | (20) |
2 | 2-B | 1-SVM L∞ (0.5) MKL | [7] | QCQP | (20) |
3 | 3-A | 1-SVM L1 MKL | SOCP | (19) | |
3 | 3-B | 1-SVM L1 MKL | QCQP | (19) | |
4 | 4-A | 1-SVM L2 MKL | novel | SOCP | (23) |
5 | 5-B | SVM L∞ MKL | QCQP | (26) | |
5 | 5-C | SVM L∞ MKL | [18] | SIP | (33) |
6 | 6-B | SVM L∞ (0.5) MKL | novel | QCQP | (26) |
7 | 7-A | SVM L1 MKL | [2] | SOCP | (25) |
7 | 7-B | SVM L1 MKL | [4] | QCQP | (25) |
8 | 8-A | SVM L2 MKL | novel | SOCP | (27) |
8 | 8-C | SVM L2 MKL | [40] | SIP | (34) |
9 | 9-B | Weighted SVM L∞ MKL | novel | QCQP | Suppl. (3) |
10 | 10-B | Weighted SVM L∞ (0.5) MKL | novel | QCQP | Suppl. (3) |
11 | 11-B | Weighted SVM L1 MKL | [25] | QCQP | Suppl. (2) |
12 | 12-A | Weighted SVM L2 MKL | novel | SOCP | Suppl. (4) |
13 | 13-B | LSSVM L∞ MKL | [17] | QCQP | (39) |
13 | 13-C | LSSVM L∞ MKL | [17] | SIP | (41) |
14 | 14-B | LSSVM L∞ (0.5) MKL | novel | QCQP | (39) |
15 | 15-D | LSSVM L1 MKL | [22] | linear | (38) |
16 | 16-B | LSSVM L2 MKL | novel | SOCP | (40) |
16 | 16-C | LSSVM L2 MKL | novel | SIP | (42) |
17 | 17-B | Weighted LSSVM L∞ MKL | novel | QCQP | Suppl. (8) |
18 | 18-B | Weighted LSSVM L∞ (0.5) MKL | novel | QCQP | Suppl. (8) |
19 | 19-D | Weighted LSSVM L1 MKL | [25] | linear | Suppl. (6) |
20 | 20-A | Weighted LSSVM L2 MKL | novel | SOCP | Suppl. (9) |