Definition at line 67 of file RuleEnsemble.h.

Public Types
enum	ELearningModel { kFull =0, kRules =1, kLinear =2 }

Public Member Functions
	RuleEnsemble (RuleFit *rf)
	constructor More...

	RuleEnsemble (const RuleEnsemble &other)
	copy constructor More...

	RuleEnsemble ()
	constructor More...

virtual	~RuleEnsemble ()
	destructor More...

void	Initialize (const RuleFit *rf)
	Initializes all member variables with default values. More...

void	SetMsgType (EMsgType t)

void	MakeModel ()
	create model More...

void	MakeRules (const std::vector< const TMVA::DecisionTree * > &forest)
	Makes rules from the given decision tree. More...

void	MakeLinearTerms ()
	Make the linear terms as in eq 25, ref 2 For this the b and (1-b) quatiles are needed. More...

void	SetModelLinear ()

void	SetModelRules ()

void	SetModelFull ()

void	SetRules (const std::vector< TMVA::Rule * > &rules)
	set rules More...

void	SetRuleFit (const RuleFit *rf)

void	SetCoefficients (const std::vector< Double_t > &v)
	set all rule coefficients More...

void	SetCoefficient (UInt_t i, Double_t v)

void	SetOffset (Double_t v=0.0)

void	AddOffset (Double_t v)

void	SetLinCoefficients (const std::vector< Double_t > &v)

void	SetLinCoefficient (UInt_t i, Double_t v)

void	SetLinDM (const std::vector< Double_t > &xmin)

void	SetLinDP (const std::vector< Double_t > &xmax)

void	SetLinNorm (const std::vector< Double_t > &norm)

Double_t	CalcLinNorm (Double_t stdev)

void	ClearCoefficients (Double_t val=0)

void	ClearLinCoefficients (Double_t val=0)

void	ClearLinNorm (Double_t val=1.0)

void	SetRuleMinDist (Double_t d)

void	SetImportanceCut (Double_t minimp=0)

void	SetLinQuantile (Double_t q)

void	SetAverageRuleSigma (Double_t v)

Int_t	CalcNRules (const TMVA::DecisionTree *dtree)
	calculate the number of rules More...

void	FindNEndNodes (const TMVA::Node *node, Int_t &nendnodes)
	find the number of leaf nodes More...

void	SetEvent (const Event &e)

void	UpdateEventVal ()

void	MakeRuleMap (const std::vector< const TMVA::Event * > *events=0, UInt_t ifirst=0, UInt_t ilast=0)
	Makes rule map for all events. More...

void	ClearRuleMap ()

Double_t	EvalEvent () const

Double_t	EvalEvent (const Event &e)

Double_t	EvalEvent (Double_t ofs, const std::vector< Double_t > &coefs, const std::vector< Double_t > &lincoefs) const

Double_t	EvalEvent (const Event &e, Double_t ofs, const std::vector< Double_t > &coefs, const std::vector< Double_t > &lincoefs)

Double_t	EvalEvent (UInt_t evtidx) const

Double_t	EvalEvent (UInt_t evtidx, Double_t ofs, const std::vector< Double_t > &coefs, const std::vector< Double_t > &lincoefs) const

Double_t	EvalLinEvent () const

Double_t	EvalLinEvent (const std::vector< Double_t > &coefs) const

Double_t	EvalLinEvent (const Event &e)

Double_t	EvalLinEvent (const Event &e, UInt_t vind)

Double_t	EvalLinEvent (const Event &e, const std::vector< Double_t > &coefs)

Double_t	EvalLinEvent (UInt_t evtidx) const

Double_t	EvalLinEvent (UInt_t evtidx, const std::vector< Double_t > &coefs) const

Double_t	EvalLinEvent (UInt_t evtidx, UInt_t vind) const

Double_t	EvalLinEvent (UInt_t evtidx, UInt_t vind, Double_t coefs) const

Double_t	EvalLinEventRaw (UInt_t vind, const Event &e, Bool_t norm) const

Double_t	EvalLinEventRaw (UInt_t vind, UInt_t evtidx, Bool_t norm) const

Double_t	PdfLinear (Double_t &nsig, Double_t &ntot) const
	This function returns Pr( y = 1 \| x ) for the linear terms. More...

Double_t	PdfRule (Double_t &nsig, Double_t &ntot) const
	This function returns Pr( y = 1 \| x ) for rules. More...

Double_t	FStar () const
	We want to estimate F* = argmin Eyx( L(y,F(x) ), min wrt F(x) F(x) = FL(x) + FR(x) , linear and rule part. More...

Double_t	FStar (const TMVA::Event &e)
	We want to estimate F* = argmin Eyx( L(y,F(x) ), min wrt F(x) F(x) = FL(x) + FR(x) , linear and rule part. More...

void	SetImportanceRef (Double_t impref)
	set reference importance More...

void	CalcRuleSupport ()
	calculate the support for all rules More...

void	CalcImportance ()
	calculate the importance of each rule More...

Double_t	CalcRuleImportance ()
	calculate importance of each rule More...

Double_t	CalcLinImportance ()
	calculate the linear importance for each rule More...

void	CalcVarImportance ()
	Calculates variable importance using eq (35) in RuleFit paper by Friedman et.al. More...

void	CleanupRules ()
	cleanup rules More...

void	CleanupLinear ()
	cleanup linear model More...

void	RemoveSimilarRules ()
	remove rules that behave similar More...

void	RuleStatistics ()
	calculate various statistics for this rule More...

void	RuleResponseStats ()
	calculate various statistics for this rule More...

void	operator= (const RuleEnsemble &other)

Double_t	CoefficientRadius ()
	Calculates sqrt(Sum(a_i^2)), i=1..N (NOTE do not include a0) More...

void	GetCoefficients (std::vector< Double_t > &v)
	Retrieve all rule coefficients. More...

const MethodRuleFit *	GetMethodRuleFit () const
	Get a pointer to the original MethodRuleFit. More...

const MethodBase *	GetMethodBase () const
	Get a pointer to the original MethodRuleFit. More...

const RuleFit *	GetRuleFit () const

const std::vector< const TMVA::Event * > *	GetTrainingEvents () const
	get list of training events from the rule fitter More...

const Event *	GetTrainingEvent (UInt_t i) const
	get the training event from the rule fitter More...

const Event *	GetEvent () const

Bool_t	DoLinear () const

Bool_t	DoRules () const

Bool_t	DoOnlyRules () const

Bool_t	DoOnlyLinear () const

Bool_t	DoFull () const

ELearningModel	GetLearningModel () const

Double_t	GetImportanceCut () const

Double_t	GetImportanceRef () const

Double_t	GetOffset () const

UInt_t	GetNRules () const

const std::vector< TMVA::Rule * > &	GetRulesConst () const

std::vector< TMVA::Rule * > &	GetRules ()

const std::vector< Double_t > &	GetLinCoefficients () const

const std::vector< Double_t > &	GetLinNorm () const

const std::vector< Double_t > &	GetLinImportance () const

const std::vector< Double_t > &	GetVarImportance () const

UInt_t	GetNLinear () const

Double_t	GetLinQuantile () const

const Rule *	GetRulesConst (int i) const

Rule *	GetRules (int i)

UInt_t	GetRulesNCuts (int i) const

Double_t	GetRuleMinDist () const

Double_t	GetLinCoefficients (int i) const

Double_t	GetLinNorm (int i) const

Double_t	GetLinDM (int i) const

Double_t	GetLinDP (int i) const

Double_t	GetLinImportance (int i) const

Double_t	GetVarImportance (int i) const

Double_t	GetRulePTag (int i) const

Double_t	GetRulePSS (int i) const

Double_t	GetRulePSB (int i) const

Double_t	GetRulePBS (int i) const

Double_t	GetRulePBB (int i) const

Bool_t	IsLinTermOK (int i) const

Double_t	GetAverageSupport () const

Double_t	GetAverageRuleSigma () const

Double_t	GetEventRuleVal (UInt_t i) const

Double_t	GetEventLinearVal (UInt_t i) const

Double_t	GetEventLinearValNorm (UInt_t i) const

const std::vector< UInt_t > &	GetEventRuleMap (UInt_t evtidx) const

const TMVA::Event *	GetRuleMapEvent (UInt_t evtidx) const

Bool_t	IsRuleMapOK () const

void	PrintRuleGen () const
	print rule generation info More...

void	Print () const
	print function More...

void	PrintRaw (std::ostream &os) const
	write rules to stream More...

void *	AddXMLTo (void *parent) const
	write rules to XML More...

void	ReadRaw (std::istream &istr)
	read rule ensemble from stream More...

void	ReadFromXML (void *wghtnode)
	read rules from XML More...

Private Member Functions
void	DeleteRules ()

void	Copy (RuleEnsemble const &other)
	copy function More...

void	ResetCoefficients ()
	reset all rule coefficients More...

void	MakeRulesFromTree (const DecisionTree *dtree)
	create rules from the decsision tree structure More...

void	AddRule (const Node *node)
	add a new rule to the tree More...

Rule *	MakeTheRule (const Node *node)
	Make a Rule from a given Node. More...

MsgLogger &	Log () const
	message logger More...

Private Attributes
ELearningModel	fLearningModel

Double_t	fImportanceCut

Double_t	fLinQuantile

Double_t	fOffset

std::vector< TMVA::Rule * >	fRules

std::vector< Char_t >	fLinTermOK

std::vector< Double_t >	fLinDP

std::vector< Double_t >	fLinDM

std::vector< Double_t >	fLinCoefficients

std::vector< Double_t >	fLinNorm

std::vector< TH1F * >	fLinPDFB

std::vector< TH1F * >	fLinPDFS

std::vector< Double_t >	fLinImportance

std::vector< Double_t >	fVarImportance

Double_t	fImportanceRef

Double_t	fAverageSupport

Double_t	fAverageRuleSigma

std::vector< Double_t >	fRuleVarFrac

std::vector< Double_t >	fRulePSS

std::vector< Double_t >	fRulePSB

std::vector< Double_t >	fRulePBS

std::vector< Double_t >	fRulePBB

std::vector< Double_t >	fRulePTag

Double_t	fRuleFSig

Double_t	fRuleNCave

Double_t	fRuleNCsig

Double_t	fRuleMinDist

UInt_t	fNRulesGenerated

const Event *	fEvent

Bool_t	fEventCacheOK

std::vector< Char_t >	fEventRuleVal

std::vector< Double_t >	fEventLinearVal

Bool_t	fRuleMapOK

std::vector< std::vector< UInt_t > >	fRuleMap

UInt_t	fRuleMapInd0

UInt_t	fRuleMapInd1

const std::vector< const TMVA::Event * > *	fRuleMapEvents

const RuleFit *	fRuleFit

MsgLogger *	fLogger

Friends
std::ostream &	operator<< (std::ostream &os, const RuleEnsemble &rules)

#include <TMVA/RuleEnsemble.h>

Collaboration diagram for TMVA::RuleEnsemble:

Member Enumeration Documentation

enum TMVA::RuleEnsemble::ELearningModel

Enumerator
kFull
kRules
kLinear

Definition at line 74 of file RuleEnsemble.h.

Constructor & Destructor Documentation

TMVA::RuleEnsemble::RuleEnsemble ( RuleFit * rf )

constructor

Definition at line 44 of file RuleEnsemble.cxx.

TMVA::RuleEnsemble::RuleEnsemble ( const RuleEnsemble & other )

copy constructor

Definition at line 70 of file RuleEnsemble.cxx.

TMVA::RuleEnsemble::RuleEnsemble ( )

constructor

Definition at line 83 of file RuleEnsemble.cxx.

TMVA::RuleEnsemble::~RuleEnsemble ( )

virtual

destructor

Definition at line 110 of file RuleEnsemble.cxx.

Member Function Documentation

void TMVA::RuleEnsemble::AddOffset ( Double_t v )

inline

Definition at line 123 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::AddRule ( const Node * node )

private

add a new rule to the tree

Definition at line 1303 of file RuleEnsemble.cxx.

void * TMVA::RuleEnsemble::AddXMLTo ( void * parent ) const

write rules to XML

Definition at line 1095 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::CalcImportance ( )

calculate the importance of each rule

Definition at line 420 of file RuleEnsemble.cxx.

Double_t TMVA::RuleEnsemble::CalcLinImportance ( )

calculate the linear importance for each rule

Definition at line 461 of file RuleEnsemble.cxx.

Double_t TMVA::RuleEnsemble::CalcLinNorm ( Double_t stdev )

inline

Definition at line 130 of file RuleEnsemble.h.

Int_t TMVA::RuleEnsemble::CalcNRules ( const TMVA::DecisionTree * dtree )

calculate the number of rules

Definition at line 1266 of file RuleEnsemble.cxx.

Double_t TMVA::RuleEnsemble::CalcRuleImportance ( )

calculate importance of each rule

Definition at line 441 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::CalcRuleSupport ( )

calculate the support for all rules

Definition at line 369 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::CalcVarImportance ( )

Calculates variable importance using eq (35) in RuleFit paper by Friedman et.al.

Definition at line 489 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::CleanupLinear ( )

cleanup linear model

Definition at line 354 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::CleanupRules ( )

cleanup rules

Definition at line 323 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::ClearCoefficients ( Double_t val = 0 )

inline

Definition at line 133 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::ClearLinCoefficients ( Double_t val = 0 )

inline

Definition at line 134 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::ClearLinNorm ( Double_t val = 1.0 )

inline

Definition at line 135 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::ClearRuleMap ( )

inline

Definition at line 164 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::CoefficientRadius ( )

Calculates sqrt(Sum(a_i^2)), i=1..N (NOTE do not include a0)

Definition at line 190 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::Copy ( RuleEnsemble const & other )

private

copy function

Definition at line 1239 of file RuleEnsemble.cxx.

Referenced by operator=(), and RuleEnsemble().

void TMVA::RuleEnsemble::DeleteRules ( )

inlineprivate

Definition at line 333 of file RuleEnsemble.h.

Bool_t TMVA::RuleEnsemble::DoFull ( ) const

inline

Definition at line 271 of file RuleEnsemble.h.

Bool_t TMVA::RuleEnsemble::DoLinear ( ) const

inline

Definition at line 267 of file RuleEnsemble.h.

Referenced by GetNLinear(), and UpdateEventVal().

Bool_t TMVA::RuleEnsemble::DoOnlyLinear ( ) const

inline

Definition at line 270 of file RuleEnsemble.h.

Bool_t TMVA::RuleEnsemble::DoOnlyRules ( ) const

inline

Definition at line 269 of file RuleEnsemble.h.

Bool_t TMVA::RuleEnsemble::DoRules ( ) const

inline

Definition at line 268 of file RuleEnsemble.h.

Referenced by GetNRules(), and UpdateEventVal().

Double_t TMVA::RuleEnsemble::EvalEvent ( ) const

inline

Definition at line 426 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalEvent ( const Event & e )

inline

Definition at line 481 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalEvent	(	Double_t	ofs,
		const std::vector< Double_t > &	coefs,
		const std::vector< Double_t > &	lincoefs
	)		const

inline

Definition at line 453 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalEvent	(	const Event &	e,
		Double_t	ofs,
		const std::vector< Double_t > &	coefs,
		const std::vector< Double_t > &	lincoefs
	)

inline

Definition at line 490 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalEvent ( UInt_t evtidx ) const

inline

Definition at line 502 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalEvent	(	UInt_t	evtidx,
		Double_t	ofs,
		const std::vector< Double_t > &	coefs,
		const std::vector< Double_t > &	lincoefs
	)		const

inline

Definition at line 528 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalLinEvent ( ) const

inline

Definition at line 574 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalLinEvent ( const std::vector< Double_t > & coefs ) const

inline

Definition at line 587 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalLinEvent ( const Event & e )

inline

Definition at line 600 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalLinEvent	(	const Event &	e,
		UInt_t	vind
	)

inline

Definition at line 610 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalLinEvent	(	const Event &	e,
		const std::vector< Double_t > &	coefs
	)

inline

Definition at line 620 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalLinEvent ( UInt_t evtidx ) const

inline

Definition at line 645 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalLinEvent	(	UInt_t	evtidx,
		const std::vector< Double_t > &	coefs
	)		const

inline

Definition at line 630 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalLinEvent	(	UInt_t	evtidx,
		UInt_t	vind
	)		const

inline

Definition at line 660 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalLinEvent	(	UInt_t	evtidx,
		UInt_t	vind,
		Double_t	coefs
	)		const

inline

Definition at line 670 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::EvalLinEventRaw	(	UInt_t	vind,
		const Event &	e,
		Bool_t	norm
	)		const

inline

Definition at line 552 of file RuleEnsemble.h.

Referenced by UpdateEventVal().

Double_t TMVA::RuleEnsemble::EvalLinEventRaw	(	UInt_t	vind,
		UInt_t	evtidx,
		Bool_t	norm
	)		const

inline

Definition at line 563 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::FindNEndNodes	(	const TMVA::Node *	node,
		Int_t &	nendnodes
	)

find the number of leaf nodes

Definition at line 1278 of file RuleEnsemble.cxx.

Double_t TMVA::RuleEnsemble::FStar ( ) const

We want to estimate F* = argmin Eyx( L(y,F(x) ), min wrt F(x) F(x) = FL(x) + FR(x) , linear and rule part.

Definition at line 793 of file RuleEnsemble.cxx.

Double_t TMVA::RuleEnsemble::FStar ( const TMVA::Event & e )

We want to estimate F* = argmin Eyx( L(y,F(x) ), min wrt F(x) F(x) = FL(x) + FR(x) , linear and rule part.

Definition at line 779 of file RuleEnsemble.cxx.

Double_t TMVA::RuleEnsemble::GetAverageRuleSigma ( ) const

inline

Definition at line 306 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::GetAverageSupport ( ) const

inline

Definition at line 305 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::GetCoefficients ( std::vector< Double_t > & v )

Retrieve all rule coefficients.

Definition at line 234 of file RuleEnsemble.cxx.

const Event* TMVA::RuleEnsemble::GetEvent ( ) const

inline

Definition at line 265 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::GetEventLinearVal ( UInt_t i ) const

inline

Definition at line 308 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::GetEventLinearValNorm ( UInt_t i ) const

inline

Definition at line 309 of file RuleEnsemble.h.

const std::vector<UInt_t>& TMVA::RuleEnsemble::GetEventRuleMap ( UInt_t evtidx ) const

inline

Definition at line 311 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::GetEventRuleVal ( UInt_t i ) const

inline

Definition at line 307 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::GetImportanceCut ( ) const

inline

Definition at line 273 of file RuleEnsemble.h.

Referenced by Copy().

Double_t TMVA::RuleEnsemble::GetImportanceRef ( ) const

inline

Definition at line 274 of file RuleEnsemble.h.

Referenced by TMVA::MethodRuleFit::MakeClassLinear(), and TMVA::MethodRuleFit::MakeClassRuleCuts().

ELearningModel TMVA::RuleEnsemble::GetLearningModel ( ) const

inline

Definition at line 272 of file RuleEnsemble.h.

Referenced by Copy().

const std::vector< Double_t >& TMVA::RuleEnsemble::GetLinCoefficients ( ) const

inline

Definition at line 279 of file RuleEnsemble.h.

Referenced by TMVA::MethodRuleFit::MakeClassLinear().

Double_t TMVA::RuleEnsemble::GetLinCoefficients ( int i ) const

inline

Definition at line 291 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::GetLinDM ( int i ) const

inline

Definition at line 293 of file RuleEnsemble.h.

Referenced by TMVA::MethodRuleFit::MakeClassLinear().

Double_t TMVA::RuleEnsemble::GetLinDP ( int i ) const

inline

Definition at line 294 of file RuleEnsemble.h.

Referenced by TMVA::MethodRuleFit::MakeClassLinear().

const std::vector< Double_t >& TMVA::RuleEnsemble::GetLinImportance ( ) const

inline

Definition at line 281 of file RuleEnsemble.h.

Referenced by TMVA::MethodRuleFit::MakeClassLinear().

Double_t TMVA::RuleEnsemble::GetLinImportance ( int i ) const

inline

Definition at line 295 of file RuleEnsemble.h.

const std::vector< Double_t >& TMVA::RuleEnsemble::GetLinNorm ( ) const

inline

Definition at line 280 of file RuleEnsemble.h.

Referenced by TMVA::MethodRuleFit::MakeClassLinear().

Double_t TMVA::RuleEnsemble::GetLinNorm ( int i ) const

inline

Definition at line 292 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::GetLinQuantile ( ) const

inline

Definition at line 284 of file RuleEnsemble.h.

Referenced by Copy().

const TMVA::MethodBase * TMVA::RuleEnsemble::GetMethodBase ( ) const

Get a pointer to the original MethodRuleFit.

Definition at line 162 of file RuleEnsemble.cxx.

const TMVA::MethodRuleFit * TMVA::RuleEnsemble::GetMethodRuleFit ( ) const

Get a pointer to the original MethodRuleFit.

Definition at line 152 of file RuleEnsemble.cxx.

UInt_t TMVA::RuleEnsemble::GetNLinear ( ) const

inline

Definition at line 283 of file RuleEnsemble.h.

Referenced by TMVA::MethodRuleFit::MakeClassLinear().

UInt_t TMVA::RuleEnsemble::GetNRules ( ) const

inline

Definition at line 276 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::GetOffset ( ) const

inline

Definition at line 275 of file RuleEnsemble.h.

Referenced by Copy().

const RuleFit* TMVA::RuleEnsemble::GetRuleFit ( ) const

inline

Definition at line 261 of file RuleEnsemble.h.

Referenced by Copy().

const TMVA::Event* TMVA::RuleEnsemble::GetRuleMapEvent ( UInt_t evtidx ) const

inline

Definition at line 312 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::GetRuleMinDist ( ) const

inline

Definition at line 290 of file RuleEnsemble.h.

Referenced by Copy().

Double_t TMVA::RuleEnsemble::GetRulePBB ( int i ) const

inline

Definition at line 301 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::GetRulePBS ( int i ) const

inline

Definition at line 300 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::GetRulePSB ( int i ) const

inline

Definition at line 299 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::GetRulePSS ( int i ) const

inline

Definition at line 298 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::GetRulePTag ( int i ) const

inline

Definition at line 297 of file RuleEnsemble.h.

std::vector<TMVA::Rule*>& TMVA::RuleEnsemble::GetRules ( )

inline

Definition at line 278 of file RuleEnsemble.h.

Rule* TMVA::RuleEnsemble::GetRules ( int i )

inline

Definition at line 287 of file RuleEnsemble.h.

const std::vector<TMVA::Rule*>& TMVA::RuleEnsemble::GetRulesConst ( ) const

inline

Definition at line 277 of file RuleEnsemble.h.

Referenced by Copy(), TMVA::MethodRuleFit::MakeClassRuleCuts(), and TMVA::MethodRuleFit::TrainTMVARuleFit().

const Rule* TMVA::RuleEnsemble::GetRulesConst ( int i ) const

inline

Definition at line 286 of file RuleEnsemble.h.

UInt_t TMVA::RuleEnsemble::GetRulesNCuts ( int i ) const

inline

Definition at line 289 of file RuleEnsemble.h.

const TMVA::Event * TMVA::RuleEnsemble::GetTrainingEvent ( UInt_t i ) const

get the training event from the rule fitter

Definition at line 256 of file RuleEnsemble.cxx.

const std::vector< const TMVA::Event * > * TMVA::RuleEnsemble::GetTrainingEvents ( ) const

get list of training events from the rule fitter

Definition at line 248 of file RuleEnsemble.cxx.

const std::vector< Double_t >& TMVA::RuleEnsemble::GetVarImportance ( ) const

inline

Definition at line 282 of file RuleEnsemble.h.

Referenced by Copy().

Double_t TMVA::RuleEnsemble::GetVarImportance ( int i ) const

inline

Definition at line 296 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::Initialize ( const RuleFit * rf )

Initializes all member variables with default values.

Definition at line 122 of file RuleEnsemble.cxx.

Referenced by RuleEnsemble().

Bool_t TMVA::RuleEnsemble::IsLinTermOK ( int i ) const

inline

Definition at line 303 of file RuleEnsemble.h.

Referenced by TMVA::MethodRuleFit::MakeClassLinear().

Bool_t TMVA::RuleEnsemble::IsRuleMapOK ( ) const

inline

Definition at line 313 of file RuleEnsemble.h.

MsgLogger& TMVA::RuleEnsemble::Log ( ) const

inlineprivate

message logger

Definition at line 396 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::MakeLinearTerms ( )

Make the linear terms as in eq 25, ref 2 For this the b and (1-b) quatiles are needed.

Definition at line 611 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::MakeModel ( )

create model

Definition at line 170 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::MakeRuleMap	(	const std::vector< const TMVA::Event * > *	events = `0`,
		UInt_t	ifirst = `0`,
		UInt_t	ilast = `0`
	)

Makes rule map for all events.

Definition at line 1370 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::MakeRules ( const std::vector< const TMVA::DecisionTree * > & forest )

Makes rules from the given decision tree.

First node in all rules is ALWAYS the root node.

Definition at line 556 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::MakeRulesFromTree ( const DecisionTree * dtree )

private

create rules from the decsision tree structure

Definition at line 1294 of file RuleEnsemble.cxx.

TMVA::Rule * TMVA::RuleEnsemble::MakeTheRule ( const Node * node )

private

Make a Rule from a given Node.

The root node (ie no parent) does not generate a Rule. The first node in a rule is always the root node => fNodes.size()>=2 Each node corresponds to a cut and the cut value is given by the parent node.

Definition at line 1332 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::operator= ( const RuleEnsemble & other )

inline

Definition at line 250 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::PdfLinear	(	Double_t &	nsig,
		Double_t &	ntot
	)		const

This function returns Pr( y = 1 | x ) for the linear terms.

Definition at line 720 of file RuleEnsemble.cxx.

Double_t TMVA::RuleEnsemble::PdfRule	(	Double_t &	nsig,
		Double_t &	ntot
	)		const

This function returns Pr( y = 1 | x ) for rules.

The probability returned is normalized against the number of rules which are actually passed

Definition at line 746 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::Print ( ) const

print function

Definition at line 943 of file RuleEnsemble.cxx.

Referenced by TMVA::operator<<().

void TMVA::RuleEnsemble::PrintRaw ( std::ostream & os ) const

write rules to stream

Definition at line 1061 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::PrintRuleGen ( ) const

print rule generation info

Definition at line 924 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::ReadFromXML ( void * wghtnode )

read rules from XML

Definition at line 1126 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::ReadRaw ( std::istream & istr )

read rule ensemble from stream

Definition at line 1181 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::RemoveSimilarRules ( )

remove rules that behave similar

Definition at line 264 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::ResetCoefficients ( )

private

reset all rule coefficients

Definition at line 207 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::RuleResponseStats ( )

calculate various statistics for this rule

Definition at line 815 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::RuleStatistics ( )

calculate various statistics for this rule

Definition at line 902 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::SetAverageRuleSigma ( Double_t v )

inline

Definition at line 147 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::SetCoefficient	(	UInt_t	i,
		Double_t	v
	)

inline

Definition at line 120 of file RuleEnsemble.h.

Referenced by ClearCoefficients(), and SetCoefficient().

void TMVA::RuleEnsemble::SetCoefficients ( const std::vector< Double_t > & v )

set all rule coefficients

Definition at line 219 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::SetEvent ( const Event & e )

inline

Definition at line 155 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::SetImportanceCut ( Double_t minimp = 0 )

inline

Definition at line 141 of file RuleEnsemble.h.

Referenced by TMVA::RuleFit::SetImportanceCut().

void TMVA::RuleEnsemble::SetImportanceRef ( Double_t impref )

set reference importance

Definition at line 431 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::SetLinCoefficient	(	UInt_t	i,
		Double_t	v
	)

inline

Definition at line 125 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::SetLinCoefficients ( const std::vector< Double_t > & v )

inline

Definition at line 124 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::SetLinDM ( const std::vector< Double_t > & xmin )

inline

Definition at line 126 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::SetLinDP ( const std::vector< Double_t > & xmax )

inline

Definition at line 127 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::SetLinNorm ( const std::vector< Double_t > & norm )

inline

Definition at line 128 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::SetLinQuantile ( Double_t q )

inline

Definition at line 144 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::SetModelFull ( )

inline

Definition at line 110 of file RuleEnsemble.h.

Referenced by TMVA::RuleFit::SetModelFull().

void TMVA::RuleEnsemble::SetModelLinear ( )

inline

Definition at line 104 of file RuleEnsemble.h.

Referenced by TMVA::RuleFit::SetModelLinear().

void TMVA::RuleEnsemble::SetModelRules ( )

inline

Definition at line 107 of file RuleEnsemble.h.

Referenced by TMVA::RuleFit::SetModelRules().

void TMVA::RuleEnsemble::SetMsgType ( EMsgType t )

Definition at line 142 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::SetOffset ( Double_t v = 0.0 )

inline

Definition at line 122 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::SetRuleFit ( const RuleFit * rf )

inline

Definition at line 116 of file RuleEnsemble.h.

void TMVA::RuleEnsemble::SetRuleMinDist ( Double_t d )

inline

Definition at line 138 of file RuleEnsemble.h.

Referenced by TMVA::RuleFit::SetRuleMinDist().

void TMVA::RuleEnsemble::SetRules ( const std::vector< TMVA::Rule * > & rules )

set rules

first clear all

Definition at line 539 of file RuleEnsemble.cxx.

void TMVA::RuleEnsemble::UpdateEventVal ( )

inline

Definition at line 401 of file RuleEnsemble.h.

Friends And Related Function Documentation

std::ostream& operator<<	(	std::ostream &	os,
		const RuleEnsemble &	rules
	)

friend

Member Data Documentation

Double_t TMVA::RuleEnsemble::fAverageRuleSigma

private

Definition at line 367 of file RuleEnsemble.h.

Referenced by CalcLinNorm(), Copy(), GetAverageRuleSigma(), and SetAverageRuleSigma().

Double_t TMVA::RuleEnsemble::fAverageSupport

private

Definition at line 366 of file RuleEnsemble.h.

Referenced by GetAverageSupport(), and SetAverageRuleSigma().

const Event* TMVA::RuleEnsemble::fEvent

private

Definition at line 382 of file RuleEnsemble.h.

Referenced by GetEvent(), SetEvent(), and UpdateEventVal().

Bool_t TMVA::RuleEnsemble::fEventCacheOK

private

Definition at line 383 of file RuleEnsemble.h.

Referenced by Copy(), SetEvent(), and UpdateEventVal().

std::vector<Double_t> TMVA::RuleEnsemble::fEventLinearVal

private

Definition at line 385 of file RuleEnsemble.h.

Referenced by GetEventLinearVal(), GetEventLinearValNorm(), and UpdateEventVal().

std::vector<Char_t> TMVA::RuleEnsemble::fEventRuleVal

private

Definition at line 384 of file RuleEnsemble.h.

Referenced by GetEventRuleVal(), and UpdateEventVal().

Double_t TMVA::RuleEnsemble::fImportanceCut

private

Definition at line 352 of file RuleEnsemble.h.

Referenced by GetImportanceCut(), and SetImportanceCut().

Double_t TMVA::RuleEnsemble::fImportanceRef

private

Definition at line 365 of file RuleEnsemble.h.

Referenced by Copy(), and GetImportanceRef().

ELearningModel TMVA::RuleEnsemble::fLearningModel

private

Definition at line 351 of file RuleEnsemble.h.

Referenced by DoFull(), DoLinear(), DoOnlyLinear(), DoOnlyRules(), DoRules(), GetLearningModel(), SetModelFull(), SetModelLinear(), and SetModelRules().

std::vector< Double_t > TMVA::RuleEnsemble::fLinCoefficients

private

Definition at line 359 of file RuleEnsemble.h.

Referenced by ClearLinCoefficients(), GetLinCoefficients(), SetLinCoefficient(), and SetLinCoefficients().

std::vector< Double_t > TMVA::RuleEnsemble::fLinDM

private

Definition at line 358 of file RuleEnsemble.h.

Referenced by GetLinDM(), and SetLinDM().

std::vector< Double_t > TMVA::RuleEnsemble::fLinDP

private

Definition at line 357 of file RuleEnsemble.h.

Referenced by GetLinDP(), and SetLinDP().

std::vector< Double_t > TMVA::RuleEnsemble::fLinImportance

private

Definition at line 363 of file RuleEnsemble.h.

Referenced by GetLinImportance().

std::vector< Double_t > TMVA::RuleEnsemble::fLinNorm

private

Definition at line 360 of file RuleEnsemble.h.

Referenced by ClearLinNorm(), GetEventLinearValNorm(), GetLinNorm(), GetNLinear(), and SetLinNorm().

std::vector< TH1F* > TMVA::RuleEnsemble::fLinPDFB

private

Definition at line 361 of file RuleEnsemble.h.

std::vector< TH1F* > TMVA::RuleEnsemble::fLinPDFS

private

Definition at line 362 of file RuleEnsemble.h.

Double_t TMVA::RuleEnsemble::fLinQuantile

private

Definition at line 353 of file RuleEnsemble.h.

Referenced by GetLinQuantile(), and SetLinQuantile().

std::vector< Char_t > TMVA::RuleEnsemble::fLinTermOK

private

Definition at line 356 of file RuleEnsemble.h.

Referenced by IsLinTermOK(), and UpdateEventVal().

MsgLogger* TMVA::RuleEnsemble::fLogger

mutableprivate

Definition at line 395 of file RuleEnsemble.h.

Referenced by Log().

UInt_t TMVA::RuleEnsemble::fNRulesGenerated

private

Definition at line 380 of file RuleEnsemble.h.

Referenced by Copy().

Double_t TMVA::RuleEnsemble::fOffset

private

Definition at line 354 of file RuleEnsemble.h.

Referenced by AddOffset(), GetOffset(), and SetOffset().

const RuleFit* TMVA::RuleEnsemble::fRuleFit

private

Definition at line 393 of file RuleEnsemble.h.

Referenced by GetRuleFit(), and SetRuleFit().

Double_t TMVA::RuleEnsemble::fRuleFSig

private

Definition at line 375 of file RuleEnsemble.h.

Referenced by Copy().

std::vector< std::vector<UInt_t> > TMVA::RuleEnsemble::fRuleMap

private

Definition at line 388 of file RuleEnsemble.h.

Referenced by ClearRuleMap(), and GetEventRuleMap().

const std::vector<const TMVA::Event *>* TMVA::RuleEnsemble::fRuleMapEvents

private

Definition at line 391 of file RuleEnsemble.h.

Referenced by ClearRuleMap(), and GetRuleMapEvent().

UInt_t TMVA::RuleEnsemble::fRuleMapInd0

private

Definition at line 389 of file RuleEnsemble.h.

Referenced by Copy().

UInt_t TMVA::RuleEnsemble::fRuleMapInd1

private

Definition at line 390 of file RuleEnsemble.h.

Referenced by Copy().

Bool_t TMVA::RuleEnsemble::fRuleMapOK

private

Definition at line 387 of file RuleEnsemble.h.

Referenced by Copy(), and IsRuleMapOK().

Double_t TMVA::RuleEnsemble::fRuleMinDist

private

Definition at line 379 of file RuleEnsemble.h.

Referenced by GetRuleMinDist(), and SetRuleMinDist().

Double_t TMVA::RuleEnsemble::fRuleNCave

private

Definition at line 376 of file RuleEnsemble.h.

Referenced by Copy().

Double_t TMVA::RuleEnsemble::fRuleNCsig

private

Definition at line 377 of file RuleEnsemble.h.

Referenced by Copy().

std::vector< Double_t > TMVA::RuleEnsemble::fRulePBB

private

Definition at line 373 of file RuleEnsemble.h.

Referenced by GetRulePBB().

std::vector< Double_t > TMVA::RuleEnsemble::fRulePBS

private

Definition at line 372 of file RuleEnsemble.h.

Referenced by GetRulePBS().

std::vector< Double_t > TMVA::RuleEnsemble::fRulePSB

private

Definition at line 371 of file RuleEnsemble.h.

Referenced by GetRulePSB().

std::vector< Double_t > TMVA::RuleEnsemble::fRulePSS

private

Definition at line 370 of file RuleEnsemble.h.

Referenced by GetRulePSS().

std::vector< Double_t > TMVA::RuleEnsemble::fRulePTag

private

Definition at line 374 of file RuleEnsemble.h.

Referenced by GetRulePTag().

std::vector< TMVA::Rule* > TMVA::RuleEnsemble::fRules

private

Definition at line 355 of file RuleEnsemble.h.

Referenced by ClearCoefficients(), DeleteRules(), GetNRules(), GetRules(), GetRulesConst(), GetRulesNCuts(), SetCoefficient(), and UpdateEventVal().

std::vector< Double_t > TMVA::RuleEnsemble::fRuleVarFrac

private

Definition at line 369 of file RuleEnsemble.h.

std::vector< Double_t > TMVA::RuleEnsemble::fVarImportance

private

Definition at line 364 of file RuleEnsemble.h.

Referenced by GetVarImportance().

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

tmva/tmva/inc/TMVA/RuleEnsemble.h
tmva/tmva/src/RuleEnsemble.cxx

Public Types

Public Member Functions

Private Member Functions

Private Attributes

Friends

Member Enumeration Documentation

Constructor & Destructor Documentation

Member Function Documentation

Friends And Related Function Documentation

Member Data Documentation