Research Article
A Multikernel-Like Learning Algorithm Based on Data Probability Distribution
Table 4
Average error rates (%) of the two-class experiments on Yale-B and CMU-PIE datasets with different number of labeled samples.
| Dataset | Algorithm | 3 labeled samples | 5 labeled samples | 7 labeled samples | Unlabeled | Test | Unlabeled | Test | Unlabeled | Test |
| Yale-B | MKDPD | 35.2279 | 31.4955 | 30.4664 | 25.1786 | 27.3871 | 20.7087 | MR | 36.7658 | 32.7455 | 31.7899 | 26.8136 | 28.8743 | 22.7087 |
| CMU-PIE | MKDPD | 23.9889 | 20.4167 | 13.6962 | 10.1042 | 8.5904 | 5.5754 | MR | 26.0776 | 22.9712 | 15.9315 | 12.3611 | 10.0515 | 6.8452 |
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