int tmva()
{
TMVAClassification();
cout << "Classifier have been trained\n";
TMVAPredict();
cout << "Submission is ready: baseline_c.csv; send it\n";
return 0;
}
int competitionDirect ()
{
TString trainingFileName ("training");
auto resultNames = TMVAClassification (trainingFileName, AnalysisType::DIRECT);
TMVAPredict (resultNames.second);
return 0;
}
int competitionAutoEnc ()
{
TString methodNameAutoEncoder = autoencoder ("training");
TString trainingFileName = useAutoencoder (methodNameAutoEncoder);
auto resultNames = TMVAClassification (trainingFileName, AnalysisType::TRANSFORMED);
TMVAPredict (resultNames.second);
return 0;
}
int main() {
TMVAClassification();
// TApplication theAPP("App", &argc, argv);
//
// plotROC("TMVA.root");
//
// theAPP.Terminate();
return 0;
}
int testCompetition2Stage ()
{
TString trainingFileName ("training");
//auto resultPre = TMVAClassification (trainingFileName, AnalysisType::DIRECT);
std::string fileName ("NNPG20150826_0714");
std::string methodName ("NNPG20150826_0714");
auto interRootFileName = TMVAPredict (fileName, EnumPredictMode::INTERMEDIATE);
auto tonbkgResult = TMVAClassification (trainingFileName, AnalysisType::BACKGROUND, interRootFileName);
TMVAPredict (tonbkgResult.second, EnumPredictMode::FINAL);
return 0;
}
int competition2Stage ()
{
TString trainingFileName ("training");
auto resultPre = TMVAClassification (trainingFileName, AnalysisType::DIRECT);
std::string fileName (resultPre.first);
std::string methodName (resultPre.second);
std::cout << "filename = " << fileName << std::endl;
std::cout << "methodName = " << methodName << std::endl;
// return 0;
auto interRootFileName = TMVAPredict (methodName, EnumPredictMode::INTERMEDIATE);
std::cout << "inter file name = " << interRootFileName << std::endl;
// return 0;
auto tonbkgResult = TMVAClassification (trainingFileName, AnalysisType::BACKGROUND, interRootFileName);
std::string backFileName (tonbkgResult.first);
std::string backMethodName (tonbkgResult.second);
std::cout << "BACK filename = " << backFileName << std::endl;
std::cout << "BACK methodName = " << backMethodName << std::endl;
TMVAPredict (backMethodName, EnumPredictMode::FINAL);
return 0;
}
