Table 2. Pavia University.

Classifier	PPV	FDR	FOR	LRN
5% Training Samples
FKNN	0.80161	0.19838	0.02625	0.16163
PFKNN	0.81328	0.18671	0.01236	0.14526
SVM	0.87181	0.12818	0.01276	0.11241
PSVM	0.93518	0.06481	0.00320	0.04772
10% Training Samples
FKNN	0.83173	0.16826	0.02161	0.14281
PFKNN	0.88934	0.11065	0.00642	0.08669
SVM	0.89917	0.10082	0.01050	0.09875
PSVM	0.96010	0.03989	0.00216	0.02670
15% Training Samples
FKNN	0.82923	0.17076	0.02237	0.12797
PFKNN	0.90929	0.09070	0.00512	0.05990
SVM	0.90132	0.09867	0.00992	0.09650
PSVM	0.96912	0.03087	0.00149	0.02035
20% Training Samples
FKNN	0.83511	0.16488	0.02157	0.12634
PFKNN	0.93043	0.06956	0.00396	0.03985
SVM	0.90577	0.09422	0.00919	0.09067
PSVM	0.97383	0.02616	0.00109	0.01718
25% Training Samples
FKNN	0.84384	0.15615	0.02047	0.11798
PFKNN	0.93864	0.06135	0.00349	0.03499
SVM	0.91339	0.08660	0.00843	0.08203
PSVM	0.97341	0.02658	0.00098	0.01803