gistfile1.txt

require 'narray'
require 'modshogun'

lm=LoadMatrix.new
traindat = lm.load_numbers('../data/fm_train_real.dat')
testdat = lm.load_numbers('../data/fm_test_real.dat')

parameter_list=[[traindat,testdat, 1.3],[traindat,testdat, 1.4]]

def kernel_gaussian_modular (fm_train_real=traindat,fm_test_real=testdat, width=1.3)

	feats_train=Modshogun::RealFeatures(fm_train_real)
	feats_test=Modshogun::RealFeatures(fm_test_real)

	kernel=Modshogun::GaussianKernel(feats_train, feats_train, width)
	km_train=kernel.get_kernel_matrix()

	kernel.init(feats_train, feats_test)
	km_test=kernel.get_kernel_matrix()
	km_train km_test kernel
end


if __FILE__ == $0 then
	print 'Gaussian'
	kernel_gaussian_modular(*parameter_list[0])
end