public static void main(String argv[]) {
    modshogun.init_shogun_with_defaults();
    double width = 1.4;
    int size_cache = 10;

    DoubleMatrix traindata_real = Load.load_numbers("../data/fm_train_real.dat");
    DoubleMatrix testdata_real = Load.load_numbers("../data/fm_test_real.dat");

    RealFeatures feats_train = new RealFeatures(traindata_real);
    RealFeatures feats_test = new RealFeatures(testdata_real);

    NormOne preproc = new NormOne();
    preproc.init(feats_train);
    feats_train.add_preprocessor(preproc);
    feats_train.apply_preprocessor();
    feats_test.add_preprocessor(preproc);
    feats_test.apply_preprocessor();

    Chi2Kernel kernel = new Chi2Kernel(feats_train, feats_train, width, size_cache);

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

    System.out.println(km_train.toString());
    System.out.println(km_test.toString());
  }
  public static void main(String argv[]) {
    modshogun.init_shogun_with_defaults();

    DoubleMatrix traindata_real = Load.load_numbers("../data/fm_train_real.dat");
    DoubleMatrix testdata_real = Load.load_numbers("../data/fm_test_real.dat");

    RealFeatures feats_train = new RealFeatures(traindata_real);
    RealFeatures feats_test = new RealFeatures(testdata_real);

    EuclideanDistance distance = new EuclideanDistance(feats_train, feats_train);

    DoubleMatrix dm_train = distance.get_distance_matrix();
    distance.init(feats_train, feats_test);
    DoubleMatrix dm_test = distance.get_distance_matrix();

    System.out.println(dm_train.toString());
    System.out.println(dm_test.toString());
  }
  public static void main(String argv[]) {
    modshogun.init_shogun_with_defaults();
    double c = 23;

    DummyFeatures feats_train = new DummyFeatures(10);
    DummyFeatures feats_test = new DummyFeatures(17);

    ConstKernel kernel = new ConstKernel(feats_train, feats_train, c);

    DoubleMatrix km_train = kernel.get_kernel_matrix();

    kernel.init(feats_train, feats_test);
    DoubleMatrix km_test = kernel.get_kernel_matrix();

    System.out.println(km_train.toString());
    System.out.println(km_test.toString());

    modshogun.exit_shogun();
  }