alphas,
b,
gamma=gamma)
err_test = SVM.SVM_kernel_test(X_test,
y_test,
X_train,
y_train,
alphas,
b,
gamma=gamma)
print('training error:', err_train, 'test error', err_test)
# Perceptron kernel
print('\nPerceptron with kernel')
for gamma in gammas:
alphas = SVM.Perceptron_kernel(X_train, y_train, 100, gamma=gamma)
err_train = SVM.Perceptron_kernel_test(X_train,
y_train,
X_train,
y_train,
alphas,
gamma=gamma)
err_test = SVM.Perceptron_kernel_test(X_test,
y_test,
X_train,
y_train,
alphas,
gamma=gamma)
print('gamma:', gamma, 'training error:', err_train, 'test error',
err_test)
