TMVA::OptimizeConfigParameters

TMVA::OptimizeConfigParameters Class Reference

#include <OptimizeConfigParameters.h>

Inheritance diagram for TMVA::OptimizeConfigParameters:

List of all members.


Public Member Functions
	OptimizeConfigParameters (MethodBase *const method, std::map< TString, TMVA::Interval > tuneParameters, TString fomType="Separation", TString optimizationType="GA")
virtual	~OptimizeConfigParameters ()
std::map< TString, Double_t >	optimize ()
	OptimizeConfigParameters (MethodBase *const method, std::map< TString, TMVA::Interval > tuneParameters, TString fomType="Separation", TString optimizationType="GA")
virtual	~OptimizeConfigParameters ()
std::map< TString, Double_t >	optimize ()
Private Member Functions
void	optimizeScan ()
void	optimizeFit ()
Double_t	EstimatorFunction (std::vector< Double_t > &)
Double_t	GetFOM ()
MethodBase *	GetMethod ()
void	GetMVADists ()
Double_t	GetSeparation ()
Double_t	GetROCIntegral ()
Double_t	GetSigEffAt (Double_t bkgEff=0.1)
MsgLogger &	Log () const
void	optimizeScan ()
void	optimizeFit ()
Double_t	EstimatorFunction (std::vector< Double_t > &)
Double_t	GetFOM ()
MethodBase *	GetMethod ()
void	GetMVADists ()
Double_t	GetSeparation ()
Double_t	GetROCIntegral ()
Double_t	GetSigEffAt (Double_t bkgEff=0.1)
MsgLogger &	Log () const
Private Attributes
MethodBase *const	fMethod
std::vector< Float_t >	fFOMvsIter
std::map< TString, TMVA::Interval >	fTuneParameters
std::map< TString, Double_t >	fTunedParameters
std::map< std::vector< Double_t >, Double_t >	fAlreadyTrainedParCombination
TString	fFOMType
TString	fOptimizationFitType
TH1D *	fMvaSig
TH1D *	fMvaBkg
TH1D *	fMvaSigFineBin
TH1D *	fMvaBkgFineBin
MsgLogger *	fLogger
MethodBase *const	fMethod
std::vector< Float_t >	fFOMvsIter
std::map< TString, TMVA::Interval >	fTuneParameters
std::map< TString, Double_t >	fTunedParameters
std::map< std::vector< Double_t >, Double_t >	fAlreadyTrainedParCombination
TH1D *	fMvaSig
TH1D *	fMvaBkg
TH1D *	fMvaSigFineBin
TH1D *	fMvaBkgFineBin
MsgLogger *	fLogger

Detailed Description

Definition at line 63 of file OptimizeConfigParameters.h.

Constructor & Destructor Documentation

TMVA::OptimizeConfigParameters::OptimizeConfigParameters	(	MethodBase *const	method,
		std::map< TString, TMVA::Interval >	tuneParameters,
		TString	fomType = `"Separation"`,
		TString	optimizationType = `"GA"`
	)

TMVA::OptimizeConfigParameters::~OptimizeConfigParameters ( ) [virtual]

Definition at line 66 of file OptimizeConfigParameters.cxx.

References TMVA::MethodBase::BaseDir(), TDirectory::cd(), fFOMType, fFOMvsIter, fOptimizationFitType, GetMethod(), h, i, n, TNamed::SetName(), TObject::Write(), x, y, ymax, and ymin.

TMVA::OptimizeConfigParameters::OptimizeConfigParameters	(	MethodBase *const	method,
		std::map< TString, TMVA::Interval >	tuneParameters,
		TString	fomType = `"Separation"`,
		TString	optimizationType = `"GA"`
	)

virtual TMVA::OptimizeConfigParameters::~OptimizeConfigParameters ( ) [virtual]

Member Function Documentation

std::map< TString, Double_t > TMVA::OptimizeConfigParameters::optimize ( )

Definition at line 95 of file OptimizeConfigParameters.cxx.

References Endl, fOptimizationFitType, fTunedParameters, GetMethod(), TMVA::MethodBase::GetName(), TMVA::kFATAL, TMVA::kINFO, Log(), optimizeFit(), and optimizeScan().

Referenced by TMVA::MethodBDT::OptimizeTuningParameters().

void TMVA::OptimizeConfigParameters::optimizeScan ( ) [private]

Definition at line 112 of file OptimizeConfigParameters.cxx.

References TMVA::MethodBase::BaseDir(), TMVA::TransformationHandler::CalcTransformations(), TDirectory::cd(), fTunedParameters, fTuneParameters, GetFOM(), GetMethod(), TMVA::MethodBase::GetTransformationHandler(), TMVA::MethodBase::Reset(), TMVA::MethodBase::SetTuneParameters(), and TMVA::MethodBase::Train().

Referenced by optimize().

void TMVA::OptimizeConfigParameters::optimizeFit ( ) [private]

Definition at line 159 of file OptimizeConfigParameters.cxx.

References TMVA::Configurable::CheckForUnusedOptions(), Endl, fOptimizationFitType, fTunedParameters, fTuneParameters, GetMethod(), TMVA::kWARNING, Log(), NULL, TMVA::MethodBase::Reset(), TMVA::FitterBase::Run(), and TMVA::MethodBase::SetTuneParameters().

Referenced by optimize().

Double_t TMVA::OptimizeConfigParameters::EstimatorFunction ( std::vector< Double_t > & ) [private, virtual]

Implements TMVA::IFitterTarget.

Definition at line 218 of file OptimizeConfigParameters.cxx.

References TMVA::MethodBase::BaseDir(), TMVA::TransformationHandler::CalcTransformations(), TDirectory::cd(), fAlreadyTrainedParCombination, fTuneParameters, GetFOM(), GetMethod(), TMVA::MethodBase::GetTransformationHandler(), TMVA::MethodBase::Reset(), TMVA::MethodBase::SetTuneParameters(), and TMVA::MethodBase::Train().

Double_t TMVA::OptimizeConfigParameters::GetFOM ( ) [private]

Definition at line 255 of file OptimizeConfigParameters.cxx.

References TMVA::MethodBase::DoRegression(), Endl, fFOMType, fFOMvsIter, fMethod, GetROCIntegral(), GetSeparation(), GetSigEffAt(), TMVA::kFATAL, and Log().

Referenced by EstimatorFunction(), and optimizeScan().

MethodBase* TMVA::OptimizeConfigParameters::GetMethod ( ) [inline, private]

Definition at line 84 of file OptimizeConfigParameters.h.

References fMethod.

Referenced by EstimatorFunction(), optimize(), optimizeFit(), optimizeScan(), and ~OptimizeConfigParameters().

void TMVA::OptimizeConfigParameters::GetMVADists ( ) [private]

Definition at line 281 of file OptimizeConfigParameters.cxx.

References TMVA::MethodBase::Data(), TMVA::MethodBase::DataInfo(), TObject::Delete(), TH1::Fill(), fMethod, fMvaBkg, fMvaBkgFineBin, fMvaSig, fMvaSigFineBin, ROOT::GetClass(), TMVA::DataSetInfo::GetClassInfo(), TMVA::DataSet::GetEventCollection(), TMVA::MethodBase::GetMvaValue(), TMVA::ClassInfo::GetNumber(), and TMVA::Types::kTesting.

Referenced by GetROCIntegral(), GetSeparation(), and GetSigEffAt().

Double_t TMVA::OptimizeConfigParameters::GetSeparation ( ) [private]

Definition at line 321 of file OptimizeConfigParameters.cxx.

References fMvaBkg, fMvaBkgFineBin, fMvaSig, fMvaSigFineBin, GetMVADists(), TMVA::Tools::GetSeparation(), TMVA::gTools(), and TMVA::PDF::kSpline2.

Referenced by GetFOM().

Double_t TMVA::OptimizeConfigParameters::GetROCIntegral ( ) [private]

Definition at line 338 of file OptimizeConfigParameters.cxx.

References fMvaBkg, fMvaBkgFineBin, fMvaSig, fMvaSigFineBin, TH1D::GetBinContent(), TH1::GetBinWidth(), TMVA::PDF::GetIntegral(), TH1::GetIntegral(), GetMVADists(), TH1::GetNbinsX(), TMVA::PDF::GetVal(), TH1::GetXaxis(), TMVA::PDF::GetXmax(), TMVA::PDF::GetXmin(), TAxis::GetXmin(), i, TMVA::PDF::kSpline2, TMath::Max(), TMath::Min(), nbins, xmax, and xmin.

Referenced by GetFOM().

Double_t TMVA::OptimizeConfigParameters::GetSigEffAt ( Double_t bkgEff = 0.1 ) [private]

Definition at line 398 of file OptimizeConfigParameters.cxx.

References fMvaBkgFineBin, fMvaSigFineBin, TH1::GetIntegral(), GetMVADists(), TH1::GetNbinsX(), TH1::GetXaxis(), TAxis::GetXmin(), and nbins.

Referenced by GetFOM().

MsgLogger& TMVA::OptimizeConfigParameters::Log ( ) const [inline, private]

Definition at line 107 of file OptimizeConfigParameters.h.

References fLogger.

Referenced by GetFOM(), optimize(), and optimizeFit().

std::map<TString,Double_t> TMVA::OptimizeConfigParameters::optimize ( )

void TMVA::OptimizeConfigParameters::optimizeScan ( ) [private]

void TMVA::OptimizeConfigParameters::optimizeFit ( ) [private]

Double_t TMVA::OptimizeConfigParameters::EstimatorFunction ( std::vector< Double_t > & ) [private, virtual]

Implements TMVA::IFitterTarget.

Double_t TMVA::OptimizeConfigParameters::GetFOM ( ) [private]

MethodBase* TMVA::OptimizeConfigParameters::GetMethod ( ) [inline, private]

Definition at line 84 of file OptimizeConfigParameters.h.

References fMethod.

void TMVA::OptimizeConfigParameters::GetMVADists ( ) [private]

Double_t TMVA::OptimizeConfigParameters::GetSeparation ( ) [private]

Double_t TMVA::OptimizeConfigParameters::GetROCIntegral ( ) [private]

Double_t TMVA::OptimizeConfigParameters::GetSigEffAt ( Double_t bkgEff = 0.1 ) [private]

MsgLogger& TMVA::OptimizeConfigParameters::Log ( ) const [inline, private]

Definition at line 107 of file OptimizeConfigParameters.h.

References fLogger.

Member Data Documentation

MethodBase* const TMVA::OptimizeConfigParameters::fMethod [private]

Definition at line 92 of file OptimizeConfigParameters.h.

Referenced by GetFOM(), GetMethod(), and GetMVADists().

std::vector<Float_t> TMVA::OptimizeConfigParameters::fFOMvsIter [private]

Definition at line 93 of file OptimizeConfigParameters.h.

Referenced by GetFOM(), and ~OptimizeConfigParameters().

std::map<TString,TMVA::Interval> TMVA::OptimizeConfigParameters::fTuneParameters [private]

Definition at line 94 of file OptimizeConfigParameters.h.

Referenced by EstimatorFunction(), optimizeFit(), and optimizeScan().

std::map<TString,Double_t> TMVA::OptimizeConfigParameters::fTunedParameters [private]

Definition at line 95 of file OptimizeConfigParameters.h.

Referenced by optimize(), optimizeFit(), and optimizeScan().

std::map< std::vector<Double_t> , Double_t> TMVA::OptimizeConfigParameters::fAlreadyTrainedParCombination [private]

Definition at line 96 of file OptimizeConfigParameters.h.

Referenced by EstimatorFunction().

TString TMVA::OptimizeConfigParameters::fFOMType [private]

Definition at line 97 of file OptimizeConfigParameters.h.

Referenced by GetFOM(), and ~OptimizeConfigParameters().

TString TMVA::OptimizeConfigParameters::fOptimizationFitType [private]

Definition at line 98 of file OptimizeConfigParameters.h.

Referenced by optimize(), optimizeFit(), and ~OptimizeConfigParameters().

TH1D* TMVA::OptimizeConfigParameters::fMvaSig [private]

Definition at line 99 of file OptimizeConfigParameters.h.

Referenced by GetMVADists(), GetROCIntegral(), and GetSeparation().

TH1D* TMVA::OptimizeConfigParameters::fMvaBkg [private]

Definition at line 100 of file OptimizeConfigParameters.h.

Referenced by GetMVADists(), GetROCIntegral(), and GetSeparation().

TH1D* TMVA::OptimizeConfigParameters::fMvaSigFineBin [private]

Definition at line 102 of file OptimizeConfigParameters.h.

Referenced by GetMVADists(), GetROCIntegral(), GetSeparation(), and GetSigEffAt().

TH1D* TMVA::OptimizeConfigParameters::fMvaBkgFineBin [private]

Definition at line 103 of file OptimizeConfigParameters.h.

Referenced by GetMVADists(), GetROCIntegral(), GetSeparation(), and GetSigEffAt().

MsgLogger* TMVA::OptimizeConfigParameters::fLogger [mutable, private]

Definition at line 106 of file OptimizeConfigParameters.h.

Referenced by Log().

MethodBase* const TMVA::OptimizeConfigParameters::fMethod [private]

Definition at line 92 of file OptimizeConfigParameters.h.

std::vector<Float_t> TMVA::OptimizeConfigParameters::fFOMvsIter [private]

Definition at line 93 of file OptimizeConfigParameters.h.

std::map<TString,TMVA::Interval> TMVA::OptimizeConfigParameters::fTuneParameters [private]

Definition at line 94 of file OptimizeConfigParameters.h.

std::map<TString,Double_t> TMVA::OptimizeConfigParameters::fTunedParameters [private]

Definition at line 95 of file OptimizeConfigParameters.h.

std::map< std::vector<Double_t> , Double_t> TMVA::OptimizeConfigParameters::fAlreadyTrainedParCombination [private]

Definition at line 96 of file OptimizeConfigParameters.h.

TH1D* TMVA::OptimizeConfigParameters::fMvaSig [private]

Definition at line 99 of file OptimizeConfigParameters.h.

TH1D* TMVA::OptimizeConfigParameters::fMvaBkg [private]

Definition at line 100 of file OptimizeConfigParameters.h.

TH1D* TMVA::OptimizeConfigParameters::fMvaSigFineBin [private]

Definition at line 102 of file OptimizeConfigParameters.h.

TH1D* TMVA::OptimizeConfigParameters::fMvaBkgFineBin [private]

Definition at line 103 of file OptimizeConfigParameters.h.

MsgLogger* TMVA::OptimizeConfigParameters::fLogger [mutable, private]

Definition at line 106 of file OptimizeConfigParameters.h.

The documentation for this class was generated from the following files:

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