public static void Main()
{
modshogun.init_shogun_with_defaults();
int cardinality = 2;
int cache = 10;
double[,] traindata_real = Load.load_numbers("../data/fm_train_real.dat");
double[,] testdata_real = Load.load_numbers("../data/fm_test_real.dat");
String[] fm_train_dna = Load.load_dna("../data/fm_train_dna.dat");
String[] fm_test_dna = Load.load_dna("../data/fm_test_dna.dat");
RealFeatures subfeats_train = new RealFeatures(traindata_real);
RealFeatures subfeats_test = new RealFeatures(testdata_real);
CombinedKernel kernel = new CombinedKernel();
CombinedFeatures feats_train = new CombinedFeatures();
CombinedFeatures feats_test = new CombinedFeatures();
GaussianKernel subkernel = new GaussianKernel(cache, 1.1);
feats_train.append_feature_obj(subfeats_train);
feats_test.append_feature_obj(subfeats_test);
kernel.append_kernel(subkernel);
StringCharFeatures subkfeats_train = new StringCharFeatures(fm_train_dna, EAlphabet.DNA);
StringCharFeatures subkfeats_test = new StringCharFeatures(fm_test_dna, EAlphabet.DNA);
int degree = 3;
FixedDegreeStringKernel subkernel2 = new FixedDegreeStringKernel(10, degree);
feats_train.append_feature_obj(subkfeats_train);
feats_test.append_feature_obj(subkfeats_test);
kernel.append_kernel(subkernel2);
subkfeats_train = new StringCharFeatures(fm_train_dna, EAlphabet.DNA);
subkfeats_test = new StringCharFeatures(fm_test_dna, EAlphabet.DNA);
LocalAlignmentStringKernel subkernel3 = new LocalAlignmentStringKernel(10);
feats_train.append_feature_obj(subkfeats_train);
feats_test.append_feature_obj(subkfeats_test);
kernel.append_kernel(subkernel3);
kernel.init(feats_train, feats_train);
double[,] km_train = kernel.get_kernel_matrix();
kernel.init(feats_train, feats_test);
double[,] km_test = kernel.get_kernel_matrix();
modshogun.exit_shogun();
}
public virtual object run(IList para)
{
modshogun.init_shogun_with_defaults();
int cardinality = (int)((int?)para[0]);
int size_cache = (int)((int?)para[1]);
DoubleMatrix traindata_real = Load.load_numbers("../data/fm_train_real.dat");
DoubleMatrix testdata_real = Load.load_numbers("../data/fm_test_real.dat");
string[] fm_train_dna = Load.load_dna("../data/fm_train_dna.dat");
string[] fm_test_dna = Load.load_dna("../data/fm_test_dna.dat");
RealFeatures subfeats_train = new RealFeatures(traindata_real);
RealFeatures subfeats_test = new RealFeatures(testdata_real);
CombinedKernel kernel = new CombinedKernel();
CombinedFeatures feats_train = new CombinedFeatures();
CombinedFeatures feats_test = new CombinedFeatures();
GaussianKernel subkernel = new GaussianKernel(10, 1.1);
feats_train.append_feature_obj(subfeats_train);
feats_test.append_feature_obj(subfeats_test);
kernel.append_kernel(subkernel);
StringCharFeatures subkfeats_train = new StringCharFeatures(fm_train_dna, DNA);
StringCharFeatures subkfeats_test = new StringCharFeatures(fm_test_dna, DNA);
int degree = 3;
FixedDegreeStringKernel subkernel2 = new FixedDegreeStringKernel(10, degree);
feats_train.append_feature_obj(subkfeats_train);
feats_test.append_feature_obj(subkfeats_test);
kernel.append_kernel(subkernel2);
subkfeats_train = new StringCharFeatures(fm_train_dna, DNA);
subkfeats_test = new StringCharFeatures(fm_test_dna, DNA);
LocalAlignmentStringKernel subkernel3 = new LocalAlignmentStringKernel(10);
feats_train.append_feature_obj(subkfeats_train);
feats_test.append_feature_obj(subkfeats_test);
kernel.append_kernel(subkernel3);
kernel.init(feats_train, feats_train);
DoubleMatrix km_train =kernel.get_kernel_matrix();
kernel.init(feats_train, feats_test);
DoubleMatrix km_test =kernel.get_kernel_matrix();
ArrayList result = new ArrayList();
result.Add(km_train);
result.Add(km_test);
result.Add(kernel);
modshogun.exit_shogun();
return (object)result;
}
public static void Main()
{
modshogun.init_shogun_with_defaults();
int cardinality = 2;
int cache = 10;
double[,] traindata_real = Load.load_numbers("../data/fm_train_real.dat");
double[,] testdata_real = Load.load_numbers("../data/fm_test_real.dat");
String[] fm_train_dna = Load.load_dna("../data/fm_train_dna.dat");
String[] fm_test_dna = Load.load_dna("../data/fm_test_dna.dat");
RealFeatures subfeats_train = new RealFeatures(traindata_real);
RealFeatures subfeats_test = new RealFeatures(testdata_real);
CombinedKernel kernel= new CombinedKernel();
CombinedFeatures feats_train = new CombinedFeatures();
CombinedFeatures feats_test = new CombinedFeatures();
GaussianKernel subkernel = new GaussianKernel(cache, 1.1);
feats_train.append_feature_obj(subfeats_train);
feats_test.append_feature_obj(subfeats_test);
kernel.append_kernel(subkernel);
StringCharFeatures subkfeats_train = new StringCharFeatures(fm_train_dna, EAlphabet.DNA);
StringCharFeatures subkfeats_test = new StringCharFeatures(fm_test_dna, EAlphabet.DNA);
int degree = 3;
FixedDegreeStringKernel subkernel2= new FixedDegreeStringKernel(10, degree);
feats_train.append_feature_obj(subkfeats_train);
feats_test.append_feature_obj(subkfeats_test);
kernel.append_kernel(subkernel2);
subkfeats_train = new StringCharFeatures(fm_train_dna, EAlphabet.DNA);
subkfeats_test = new StringCharFeatures(fm_test_dna, EAlphabet.DNA);
LocalAlignmentStringKernel subkernel3 = new LocalAlignmentStringKernel(10);
feats_train.append_feature_obj(subkfeats_train);
feats_test.append_feature_obj(subkfeats_test);
kernel.append_kernel(subkernel3);
kernel.init(feats_train, feats_train);
double[,] km_train=kernel.get_kernel_matrix();
kernel.init(feats_train, feats_test);
double[,] km_test=kernel.get_kernel_matrix();
modshogun.exit_shogun();
}
public static void Main() {
modshogun.init_shogun_with_defaults();
int degree = 4;
String[] fm_train_dna = Load.load_dna("../data/fm_train_dna.dat");
String[] fm_test_dna = Load.load_dna("../data/fm_test_dna.dat");
StringCharFeatures feats_train = new StringCharFeatures(fm_train_dna, EAlphabet.DNA);
StringCharFeatures feats_test = new StringCharFeatures(fm_test_dna, EAlphabet.DNA);
FixedDegreeStringKernel kernel = new FixedDegreeStringKernel(feats_train, feats_train, degree);
double[,] km_train = kernel.get_kernel_matrix();
kernel.init(feats_train, feats_test);
double[,] km_test = kernel.get_kernel_matrix();
modshogun.exit_shogun();
}
public static void Main()
{
modshogun.init_shogun_with_defaults();
int degree = 4;
String[] fm_train_dna = Load.load_dna("../data/fm_train_dna.dat");
String[] fm_test_dna = Load.load_dna("../data/fm_test_dna.dat");
StringCharFeatures feats_train = new StringCharFeatures(fm_train_dna, EAlphabet.DNA);
StringCharFeatures feats_test = new StringCharFeatures(fm_test_dna, EAlphabet.DNA);
FixedDegreeStringKernel kernel = new FixedDegreeStringKernel(feats_train, feats_train, degree);
double[,] km_train = kernel.get_kernel_matrix();
kernel.init(feats_train, feats_test);
double[,] km_test = kernel.get_kernel_matrix();
}
internal static HandleRef getCPtr(FixedDegreeStringKernel obj)
{
return((obj == null) ? new HandleRef(null, IntPtr.Zero) : obj.swigCPtr);
}
internal static HandleRef getCPtr(FixedDegreeStringKernel obj) {
return (obj == null) ? new HandleRef(null, IntPtr.Zero) : obj.swigCPtr;
}