private void svmClassifierPerformance(SVM svm, string name)
{
double accuracy = 0;
if (svm.buildSVMCorpus(name))
{
accuracy = svm.DoCrossValidationTest();
if (accuracy > 0)
{
MessageBox.Show("Current Classifier is Support Vector Machine (SVM), its Accuracy: " + accuracy * 100 + "%");
}
}
else
{
SVMScale svmScale = new SVMScale();
if (svmScale.buildSVMCorpus(name))
{
if (svmScale.fileExistance)
{
svmScale.scaleSVMData(name);
svmClassifierPerformance(svm, name);
MessageBox.Show("The data is successfully transformed for SVM application.");
}
}
else
{
MessageBox.Show("Record Data not found!\n There is no recorded data with provided subject name");
}
}
}