Research Article

A Multikernel-Like Learning Algorithm Based on Data Probability Distribution

Table 3

Average error rates (%) of the two-class experiments on USPS, MNIST, and ISOLET datasets.

Dataset AlgorithmUnlabeled samplesTesting samples

USPSMKDPD2.54942.4723
MR3.15413.5774

MNISTMKDPD5.42136.0654
MR6.85578.1182

ISOLETMKDPD15.406717.7037
MR17.603924.9947