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Table 2

Comparison of SVM performances for two kernels, polynomial and radial, for the self-check and cross-test.

SELF-CHECK

Kernel Polynomial Radial

Completeness Purity Contamination Completeness Purity Contamination

Galaxy 82.9 79.4 20.6 86.3 79.9 20.1
Stars 81.0 84.1 15.9 81.0 87.1 12.9
QSO 96.9 97.8 2.2 96.9 97.9 2.1

CROSS-TEST

kernel polynomial radial

Completeness Purity Contamination Completeness Purity Contamination

Galaxy 81.0 77.9 22.1 84.0 75.7 24.3
Stars 78.0 83.9 16.1 77.0 86.5 13.5
QSO 97.0 94.2 5.8 96.0 96.0 4.0

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