Cross-Validation, Bootstrap, and Support Vector Machines

Table 1

Error rates for mackerel-egg survey data.

Model	Apparent error rate	Leaving-one-out CV error rate
SVM	0.159	0.167
GAM	0.158	0.175
Neural network with three hidden units	0.153	0.181
Fisher's linear discriminant	0.180	0.185
Logistic discriminant	0.192	0.196