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. 2009 Feb 3;10:44. doi: 10.1186/1471-2105-10-44

Table 5.

Testing accuracies under different procedures for colon cancer data

Procedures Classifier No. of genes Accuracy SD
A: Proposed selection and criterion
RLS-SVR
δj ≥ 1/q +KFDA 4 0.9250 0.0083
+SVM 4 0.9067 0.0082
δj ≥ 80% +KFDA 5 0.9200 0.0163
+SVM 5 0.9183 0.0157
q genes +KFDA 10 0.9400 0.0186
+SVM 10 0.9300 0.0167
B: Other selection procedures
EB +KFDA 9 0.9283 0.0076
+SVM 9 0.9200 0.0194
SGS1 +KFDA 10 0.925 0.0083
+SVM 10 0.9100 0.0153
SGS2 +KFDA 10 0.9283 0.0076
+SVM 10 0.9100 0.0186
C: Selection and classification together
IFFS 5 0.8806 0.0167
SVM-RFE 8 0.9032 n.a.
EB 9 0.919 n.a.