Definition at line 57 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	AddOffset (Double_t v)

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

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

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

Double_t	CalcLinNorm (Double_t stdev)

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

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

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

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

void	CleanupLinear ()
	cleanup linear model More...

void	CleanupRules ()
	cleanup rules More...

void	ClearCoefficients (Double_t val=0)

void	ClearLinCoefficients (Double_t val=0)

void	ClearLinNorm (Double_t val=1.0)

void	ClearRuleMap ()

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

Bool_t	DoFull () const

Bool_t	DoLinear () const

Bool_t	DoOnlyLinear () const

Bool_t	DoOnlyRules () const

Bool_t	DoRules () const

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

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

Double_t	GetAverageRuleSigma () const

Double_t	GetAverageSupport () const

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

const Event *	GetEvent () 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

Double_t	GetEventRuleVal (UInt_t i) const

Double_t	GetImportanceCut () const

Double_t	GetImportanceRef () const

ELearningModel	GetLearningModel () const

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

Double_t	GetLinCoefficients (int i) const

Double_t	GetLinDM (int i) const

Double_t	GetLinDP (int i) const

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

Double_t	GetLinImportance (int i) const

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

Double_t	GetLinNorm (int i) const

Double_t	GetLinQuantile () const

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

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

UInt_t	GetNLinear () const

UInt_t	GetNRules () const

Double_t	GetOffset () const

const RuleFit *	GetRuleFit () const

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

Double_t	GetRuleMinDist () const

Double_t	GetRulePBB (int i) const

Double_t	GetRulePBS (int i) const

Double_t	GetRulePSB (int i) const

Double_t	GetRulePSS (int i) const

Double_t	GetRulePTag (int i) const

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

Rule *	GetRules (int i)

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

const Rule *	GetRulesConst (int i) const

UInt_t	GetRulesNCuts (int i) const

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

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

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

Double_t	GetVarImportance (int i) const

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

Bool_t	IsLinTermOK (int i) const

Bool_t	IsRuleMapOK () const

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

void	MakeModel ()
	create model More...

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

void	operator= (const RuleEnsemble &other)

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...

void	Print () const
	print function More...

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

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

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

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

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

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

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

void	SetAverageRuleSigma (Double_t v)

void	SetCoefficient (UInt_t i, Double_t v)

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

void	SetEvent (const Event &e)

void	SetImportanceCut (Double_t minimp=0)

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

void	SetLinCoefficient (UInt_t i, Double_t v)

void	SetLinCoefficients (const std::vector< 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)

void	SetLinQuantile (Double_t q)

void	SetModelFull ()

void	SetModelLinear ()

void	SetModelRules ()

void	SetMsgType (EMsgType t)

void	SetOffset (Double_t v=0.0)

void	SetRuleFit (const RuleFit *rf)

void	SetRuleMinDist (Double_t d)

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

void	UpdateEventVal ()

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

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

void	DeleteRules ()

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

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

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

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

Private Attributes
Double_t	fAverageRuleSigma

Double_t	fAverageSupport

const Event *	fEvent

Bool_t	fEventCacheOK

std::vector< Double_t >	fEventLinearVal

std::vector< Char_t >	fEventRuleVal

Double_t	fImportanceCut

Double_t	fImportanceRef

ELearningModel	fLearningModel

std::vector< Double_t >	fLinCoefficients

std::vector< Double_t >	fLinDM

std::vector< Double_t >	fLinDP

std::vector< Double_t >	fLinImportance

std::vector< Double_t >	fLinNorm

std::vector< TH1F *>	fLinPDFB

std::vector< TH1F *>	fLinPDFS

Double_t	fLinQuantile

std::vector< Char_t >	fLinTermOK

MsgLogger *	fLogger

UInt_t	fNRulesGenerated

Double_t	fOffset

const RuleFit *	fRuleFit

Double_t	fRuleFSig

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

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

UInt_t	fRuleMapInd0

UInt_t	fRuleMapInd1

Bool_t	fRuleMapOK

Double_t	fRuleMinDist

Double_t	fRuleNCave

Double_t	fRuleNCsig

std::vector< Double_t >	fRulePBB

std::vector< Double_t >	fRulePBS

std::vector< Double_t >	fRulePSB

std::vector< Double_t >	fRulePSS

std::vector< Double_t >	fRulePTag

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

std::vector< Double_t >	fRuleVarFrac

std::vector< Double_t >	fVarImportance

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

#include <TMVA/RuleEnsemble.h>

Member Enumeration Documentation

◆ ELearningModel

enum TMVA::RuleEnsemble::ELearningModel

Enumerator
kFull
kRules
kLinear

Definition at line 64 of file RuleEnsemble.h.

Constructor & Destructor Documentation

◆ RuleEnsemble() [1/3]

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

constructor

Definition at line 56 of file RuleEnsemble.cxx.

◆ RuleEnsemble() [2/3]

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

copy constructor

Definition at line 82 of file RuleEnsemble.cxx.

◆ RuleEnsemble() [3/3]

TMVA::RuleEnsemble::RuleEnsemble ( )

constructor

Definition at line 95 of file RuleEnsemble.cxx.

◆ ~RuleEnsemble()

TMVA::RuleEnsemble::~RuleEnsemble ( )

virtual

destructor

Definition at line 122 of file RuleEnsemble.cxx.

Member Function Documentation

◆ AddOffset()

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

inline

Definition at line 113 of file RuleEnsemble.h.

◆ AddRule()

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

private

add a new rule to the tree

Definition at line 1306 of file RuleEnsemble.cxx.

◆ AddXMLTo()

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

write rules to XML

Definition at line 1098 of file RuleEnsemble.cxx.

◆ CalcImportance()

void TMVA::RuleEnsemble::CalcImportance ( )

calculate the importance of each rule

Definition at line 428 of file RuleEnsemble.cxx.

◆ CalcLinImportance()

Double_t TMVA::RuleEnsemble::CalcLinImportance ( )

calculate the linear importance for each rule

Definition at line 469 of file RuleEnsemble.cxx.

◆ CalcLinNorm()

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

inline

Definition at line 120 of file RuleEnsemble.h.

◆ CalcNRules()

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

calculate the number of rules

Definition at line 1269 of file RuleEnsemble.cxx.

◆ CalcRuleImportance()

Double_t TMVA::RuleEnsemble::CalcRuleImportance ( )

calculate importance of each rule

Definition at line 449 of file RuleEnsemble.cxx.

◆ CalcRuleSupport()

void TMVA::RuleEnsemble::CalcRuleSupport ( )

calculate the support for all rules

Definition at line 377 of file RuleEnsemble.cxx.

◆ CalcVarImportance()

void TMVA::RuleEnsemble::CalcVarImportance ( )

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

Definition at line 495 of file RuleEnsemble.cxx.

◆ CleanupLinear()

void TMVA::RuleEnsemble::CleanupLinear ( )

cleanup linear model

Definition at line 362 of file RuleEnsemble.cxx.

◆ CleanupRules()

void TMVA::RuleEnsemble::CleanupRules ( )

cleanup rules

Definition at line 331 of file RuleEnsemble.cxx.

◆ ClearCoefficients()

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

inline

Definition at line 123 of file RuleEnsemble.h.

◆ ClearLinCoefficients()

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

inline

Definition at line 124 of file RuleEnsemble.h.

◆ ClearLinNorm()

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

inline

Definition at line 125 of file RuleEnsemble.h.

◆ ClearRuleMap()

void TMVA::RuleEnsemble::ClearRuleMap ( )

inline

Definition at line 154 of file RuleEnsemble.h.

◆ CoefficientRadius()

Double_t TMVA::RuleEnsemble::CoefficientRadius ( )

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

Definition at line 198 of file RuleEnsemble.cxx.

◆ Copy()

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

private

copy function

Definition at line 1242 of file RuleEnsemble.cxx.

◆ DeleteRules()

void TMVA::RuleEnsemble::DeleteRules ( )

inlineprivate

Definition at line 323 of file RuleEnsemble.h.

◆ DoFull()

Bool_t TMVA::RuleEnsemble::DoFull ( ) const

inline

Definition at line 261 of file RuleEnsemble.h.

◆ DoLinear()

Bool_t TMVA::RuleEnsemble::DoLinear ( ) const

inline

Definition at line 257 of file RuleEnsemble.h.

◆ DoOnlyLinear()

Bool_t TMVA::RuleEnsemble::DoOnlyLinear ( ) const

inline

Definition at line 260 of file RuleEnsemble.h.

◆ DoOnlyRules()

Bool_t TMVA::RuleEnsemble::DoOnlyRules ( ) const

inline

Definition at line 259 of file RuleEnsemble.h.

◆ DoRules()

Bool_t TMVA::RuleEnsemble::DoRules ( ) const

inline

Definition at line 258 of file RuleEnsemble.h.

◆ EvalEvent() [1/6]

Double_t TMVA::RuleEnsemble::EvalEvent ( ) const

inline

Definition at line 416 of file RuleEnsemble.h.

◆ EvalEvent() [2/6]

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

inline

Definition at line 471 of file RuleEnsemble.h.

◆ EvalEvent() [3/6]

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 443 of file RuleEnsemble.h.

◆ EvalEvent() [4/6]

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 480 of file RuleEnsemble.h.

◆ EvalEvent() [5/6]

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

inline

Definition at line 492 of file RuleEnsemble.h.

◆ EvalEvent() [6/6]

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 518 of file RuleEnsemble.h.

◆ EvalLinEvent() [1/9]

Double_t TMVA::RuleEnsemble::EvalLinEvent ( ) const

inline

Definition at line 564 of file RuleEnsemble.h.

◆ EvalLinEvent() [2/9]

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

inline

Definition at line 577 of file RuleEnsemble.h.

◆ EvalLinEvent() [3/9]

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

inline

Definition at line 590 of file RuleEnsemble.h.

◆ EvalLinEvent() [4/9]

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

inline

Definition at line 600 of file RuleEnsemble.h.

◆ EvalLinEvent() [5/9]

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

inline

Definition at line 610 of file RuleEnsemble.h.

◆ EvalLinEvent() [6/9]

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

inline

Definition at line 635 of file RuleEnsemble.h.

◆ EvalLinEvent() [7/9]

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

inline

Definition at line 620 of file RuleEnsemble.h.

◆ EvalLinEvent() [8/9]

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

inline

Definition at line 650 of file RuleEnsemble.h.

◆ EvalLinEvent() [9/9]

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

inline

Definition at line 660 of file RuleEnsemble.h.

◆ EvalLinEventRaw() [1/2]

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

inline

Definition at line 542 of file RuleEnsemble.h.

◆ EvalLinEventRaw() [2/2]

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

inline

Definition at line 553 of file RuleEnsemble.h.

◆ FindNEndNodes()

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

find the number of leaf nodes

Definition at line 1281 of file RuleEnsemble.cxx.

◆ FStar() [1/2]

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 796 of file RuleEnsemble.cxx.

◆ FStar() [2/2]

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 785 of file RuleEnsemble.cxx.

◆ GetAverageRuleSigma()

Double_t TMVA::RuleEnsemble::GetAverageRuleSigma ( ) const

inline

Definition at line 296 of file RuleEnsemble.h.

◆ GetAverageSupport()

Double_t TMVA::RuleEnsemble::GetAverageSupport ( ) const

inline

Definition at line 295 of file RuleEnsemble.h.

◆ GetCoefficients()

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

Retrieve all rule coefficients.

Definition at line 242 of file RuleEnsemble.cxx.

◆ GetEvent()

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

inline

Definition at line 255 of file RuleEnsemble.h.

◆ GetEventLinearVal()

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

inline

Definition at line 298 of file RuleEnsemble.h.

◆ GetEventLinearValNorm()

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

inline

Definition at line 299 of file RuleEnsemble.h.

◆ GetEventRuleMap()

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

inline

Definition at line 301 of file RuleEnsemble.h.

◆ GetEventRuleVal()

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

inline

Definition at line 297 of file RuleEnsemble.h.

◆ GetImportanceCut()

Double_t TMVA::RuleEnsemble::GetImportanceCut ( ) const

inline

Definition at line 263 of file RuleEnsemble.h.

◆ GetImportanceRef()

Double_t TMVA::RuleEnsemble::GetImportanceRef ( ) const

inline

Definition at line 264 of file RuleEnsemble.h.

◆ GetLearningModel()

ELearningModel TMVA::RuleEnsemble::GetLearningModel ( ) const

inline

Definition at line 262 of file RuleEnsemble.h.

◆ GetLinCoefficients() [1/2]

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

inline

Definition at line 269 of file RuleEnsemble.h.

◆ GetLinCoefficients() [2/2]

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

inline

Definition at line 281 of file RuleEnsemble.h.

◆ GetLinDM()

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

inline

Definition at line 283 of file RuleEnsemble.h.

◆ GetLinDP()

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

inline

Definition at line 284 of file RuleEnsemble.h.

◆ GetLinImportance() [1/2]

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

inline

Definition at line 271 of file RuleEnsemble.h.

◆ GetLinImportance() [2/2]

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

inline

Definition at line 285 of file RuleEnsemble.h.

◆ GetLinNorm() [1/2]

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

inline

Definition at line 270 of file RuleEnsemble.h.

◆ GetLinNorm() [2/2]

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

inline

Definition at line 282 of file RuleEnsemble.h.

◆ GetLinQuantile()

Double_t TMVA::RuleEnsemble::GetLinQuantile ( ) const

inline

Definition at line 274 of file RuleEnsemble.h.

◆ GetMethodBase()

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

Get a pointer to the original MethodRuleFit.

Definition at line 171 of file RuleEnsemble.cxx.

◆ GetMethodRuleFit()

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

Get a pointer to the original MethodRuleFit.

Definition at line 162 of file RuleEnsemble.cxx.

◆ GetNLinear()

UInt_t TMVA::RuleEnsemble::GetNLinear ( ) const

inline

Definition at line 273 of file RuleEnsemble.h.

◆ GetNRules()

UInt_t TMVA::RuleEnsemble::GetNRules ( ) const

inline

Definition at line 266 of file RuleEnsemble.h.

◆ GetOffset()

Double_t TMVA::RuleEnsemble::GetOffset ( ) const

inline

Definition at line 265 of file RuleEnsemble.h.

◆ GetRuleFit()

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

inline

Definition at line 251 of file RuleEnsemble.h.

◆ GetRuleMapEvent()

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

inline

Definition at line 302 of file RuleEnsemble.h.

◆ GetRuleMinDist()

Double_t TMVA::RuleEnsemble::GetRuleMinDist ( ) const

inline

Definition at line 280 of file RuleEnsemble.h.

◆ GetRulePBB()

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

inline

Definition at line 291 of file RuleEnsemble.h.

◆ GetRulePBS()

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

inline

Definition at line 290 of file RuleEnsemble.h.

◆ GetRulePSB()

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

inline

Definition at line 289 of file RuleEnsemble.h.

◆ GetRulePSS()

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

inline

Definition at line 288 of file RuleEnsemble.h.

◆ GetRulePTag()

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

inline

Definition at line 287 of file RuleEnsemble.h.

◆ GetRules() [1/2]

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

inline

Definition at line 268 of file RuleEnsemble.h.

◆ GetRules() [2/2]

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

inline

Definition at line 277 of file RuleEnsemble.h.

◆ GetRulesConst() [1/2]

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

inline

Definition at line 267 of file RuleEnsemble.h.

◆ GetRulesConst() [2/2]

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

inline

Definition at line 276 of file RuleEnsemble.h.

◆ GetRulesNCuts()

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

inline

Definition at line 279 of file RuleEnsemble.h.

◆ GetTrainingEvent()

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

get the training event from the rule fitter

Definition at line 264 of file RuleEnsemble.cxx.

◆ GetTrainingEvents()

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

get list of training events from the rule fitter

Definition at line 256 of file RuleEnsemble.cxx.

◆ GetVarImportance() [1/2]

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

inline

Definition at line 272 of file RuleEnsemble.h.

◆ GetVarImportance() [2/2]

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

inline

Definition at line 286 of file RuleEnsemble.h.

◆ Initialize()

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

Initializes all member variables with default values.

Definition at line 134 of file RuleEnsemble.cxx.

◆ IsLinTermOK()

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

inline

Definition at line 293 of file RuleEnsemble.h.

◆ IsRuleMapOK()

Bool_t TMVA::RuleEnsemble::IsRuleMapOK ( ) const

inline

Definition at line 303 of file RuleEnsemble.h.

◆ Log()

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

inlineprivate

message logger

Definition at line 386 of file RuleEnsemble.h.

◆ MakeLinearTerms()

void TMVA::RuleEnsemble::MakeLinearTerms ( )

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

Definition at line 613 of file RuleEnsemble.cxx.

◆ MakeModel()

void TMVA::RuleEnsemble::MakeModel ( )

create model

Definition at line 179 of file RuleEnsemble.cxx.

◆ MakeRuleMap()

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.

◆ MakeRules()

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 560 of file RuleEnsemble.cxx.

◆ MakeRulesFromTree()

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

private

create rules from the decision tree structure

Definition at line 1297 of file RuleEnsemble.cxx.

◆ MakeTheRule()

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.

◆ operator=()

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

inline

Definition at line 240 of file RuleEnsemble.h.

◆ PdfLinear()

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 731 of file RuleEnsemble.cxx.

◆ PdfRule()

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 755 of file RuleEnsemble.cxx.

◆ Print()

void TMVA::RuleEnsemble::Print ( ) const

print function

Definition at line 946 of file RuleEnsemble.cxx.

◆ PrintRaw()

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

write rules to stream

Definition at line 1064 of file RuleEnsemble.cxx.

◆ PrintRuleGen()

void TMVA::RuleEnsemble::PrintRuleGen ( ) const

print rule generation info

Definition at line 927 of file RuleEnsemble.cxx.

◆ ReadFromXML()

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

read rules from XML

Definition at line 1129 of file RuleEnsemble.cxx.

◆ ReadRaw()

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

read rule ensemble from stream

Definition at line 1184 of file RuleEnsemble.cxx.

◆ RemoveSimilarRules()

void TMVA::RuleEnsemble::RemoveSimilarRules ( )

remove rules that behave similar

Definition at line 272 of file RuleEnsemble.cxx.

◆ ResetCoefficients()

void TMVA::RuleEnsemble::ResetCoefficients ( )

private

reset all rule coefficients

Definition at line 215 of file RuleEnsemble.cxx.

◆ RuleResponseStats()

void TMVA::RuleEnsemble::RuleResponseStats ( )

calculate various statistics for this rule

Definition at line 818 of file RuleEnsemble.cxx.

◆ RuleStatistics()

void TMVA::RuleEnsemble::RuleStatistics ( )

calculate various statistics for this rule

Definition at line 905 of file RuleEnsemble.cxx.

◆ SetAverageRuleSigma()

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

inline

Definition at line 137 of file RuleEnsemble.h.

◆ SetCoefficient()

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

inline

Definition at line 110 of file RuleEnsemble.h.

◆ SetCoefficients()

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

set all rule coefficients

Definition at line 227 of file RuleEnsemble.cxx.

◆ SetEvent()

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

inline

Definition at line 145 of file RuleEnsemble.h.

◆ SetImportanceCut()

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

inline

Definition at line 131 of file RuleEnsemble.h.

◆ SetImportanceRef()

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

set reference importance

Definition at line 439 of file RuleEnsemble.cxx.

◆ SetLinCoefficient()

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

inline

Definition at line 115 of file RuleEnsemble.h.

◆ SetLinCoefficients()

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

inline

Definition at line 114 of file RuleEnsemble.h.

◆ SetLinDM()

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

inline

Definition at line 116 of file RuleEnsemble.h.

◆ SetLinDP()

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

inline

Definition at line 117 of file RuleEnsemble.h.

◆ SetLinNorm()

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

inline

Definition at line 118 of file RuleEnsemble.h.

◆ SetLinQuantile()

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

inline

Definition at line 134 of file RuleEnsemble.h.

◆ SetModelFull()

void TMVA::RuleEnsemble::SetModelFull ( )

inline

Definition at line 100 of file RuleEnsemble.h.

◆ SetModelLinear()

void TMVA::RuleEnsemble::SetModelLinear ( )

inline

Definition at line 94 of file RuleEnsemble.h.

◆ SetModelRules()

void TMVA::RuleEnsemble::SetModelRules ( )

inline

Definition at line 97 of file RuleEnsemble.h.

◆ SetMsgType()

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

Definition at line 154 of file RuleEnsemble.cxx.

◆ SetOffset()

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

inline

Definition at line 112 of file RuleEnsemble.h.

◆ SetRuleFit()

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

inline

Definition at line 106 of file RuleEnsemble.h.

◆ SetRuleMinDist()

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

inline

Definition at line 128 of file RuleEnsemble.h.

◆ SetRules()

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

set rules

first clear all

Definition at line 545 of file RuleEnsemble.cxx.

◆ UpdateEventVal()

void TMVA::RuleEnsemble::UpdateEventVal ( )

inline

Definition at line 391 of file RuleEnsemble.h.

Friends And Related Function Documentation

◆ operator<<

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

friend

Member Data Documentation

◆ fAverageRuleSigma

Double_t TMVA::RuleEnsemble::fAverageRuleSigma

private

Definition at line 357 of file RuleEnsemble.h.

◆ fAverageSupport

Double_t TMVA::RuleEnsemble::fAverageSupport

private

Definition at line 356 of file RuleEnsemble.h.

◆ fEvent

const Event* TMVA::RuleEnsemble::fEvent

private

Definition at line 372 of file RuleEnsemble.h.

◆ fEventCacheOK

Bool_t TMVA::RuleEnsemble::fEventCacheOK

private

Definition at line 373 of file RuleEnsemble.h.

◆ fEventLinearVal

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

private

Definition at line 375 of file RuleEnsemble.h.

◆ fEventRuleVal

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

private

Definition at line 374 of file RuleEnsemble.h.

◆ fImportanceCut

Double_t TMVA::RuleEnsemble::fImportanceCut

private

Definition at line 342 of file RuleEnsemble.h.

◆ fImportanceRef

Double_t TMVA::RuleEnsemble::fImportanceRef

private

Definition at line 355 of file RuleEnsemble.h.

◆ fLearningModel

ELearningModel TMVA::RuleEnsemble::fLearningModel

private

Definition at line 341 of file RuleEnsemble.h.

◆ fLinCoefficients

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

private

Definition at line 349 of file RuleEnsemble.h.

◆ fLinDM

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

private

Definition at line 348 of file RuleEnsemble.h.

◆ fLinDP

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

private

Definition at line 347 of file RuleEnsemble.h.

◆ fLinImportance

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

private

Definition at line 353 of file RuleEnsemble.h.

◆ fLinNorm

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

private

Definition at line 350 of file RuleEnsemble.h.

◆ fLinPDFB

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

private

Definition at line 351 of file RuleEnsemble.h.

◆ fLinPDFS

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

private

Definition at line 352 of file RuleEnsemble.h.

◆ fLinQuantile

Double_t TMVA::RuleEnsemble::fLinQuantile

private

Definition at line 343 of file RuleEnsemble.h.

◆ fLinTermOK

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

private

Definition at line 346 of file RuleEnsemble.h.

◆ fLogger

MsgLogger* TMVA::RuleEnsemble::fLogger

mutableprivate

Definition at line 385 of file RuleEnsemble.h.

◆ fNRulesGenerated

UInt_t TMVA::RuleEnsemble::fNRulesGenerated

private

Definition at line 370 of file RuleEnsemble.h.

◆ fOffset

Double_t TMVA::RuleEnsemble::fOffset

private

Definition at line 344 of file RuleEnsemble.h.

◆ fRuleFit

const RuleFit* TMVA::RuleEnsemble::fRuleFit

private

Definition at line 383 of file RuleEnsemble.h.

◆ fRuleFSig

Double_t TMVA::RuleEnsemble::fRuleFSig

private

Definition at line 365 of file RuleEnsemble.h.

◆ fRuleMap

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

private

Definition at line 378 of file RuleEnsemble.h.

◆ fRuleMapEvents

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

private

Definition at line 381 of file RuleEnsemble.h.

◆ fRuleMapInd0

UInt_t TMVA::RuleEnsemble::fRuleMapInd0

private

Definition at line 379 of file RuleEnsemble.h.

◆ fRuleMapInd1

UInt_t TMVA::RuleEnsemble::fRuleMapInd1

private

Definition at line 380 of file RuleEnsemble.h.

◆ fRuleMapOK

Bool_t TMVA::RuleEnsemble::fRuleMapOK

private

Definition at line 377 of file RuleEnsemble.h.

◆ fRuleMinDist

Double_t TMVA::RuleEnsemble::fRuleMinDist

private

Definition at line 369 of file RuleEnsemble.h.

◆ fRuleNCave

Double_t TMVA::RuleEnsemble::fRuleNCave

private

Definition at line 366 of file RuleEnsemble.h.

◆ fRuleNCsig

Double_t TMVA::RuleEnsemble::fRuleNCsig

private

Definition at line 367 of file RuleEnsemble.h.

◆ fRulePBB

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

private

Definition at line 363 of file RuleEnsemble.h.

◆ fRulePBS

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

private

Definition at line 362 of file RuleEnsemble.h.

◆ fRulePSB

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

private

Definition at line 361 of file RuleEnsemble.h.

◆ fRulePSS

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

private

Definition at line 360 of file RuleEnsemble.h.

◆ fRulePTag

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

private

Definition at line 364 of file RuleEnsemble.h.

◆ fRules

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

private

Definition at line 345 of file RuleEnsemble.h.

◆ fRuleVarFrac

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

private

Definition at line 359 of file RuleEnsemble.h.

◆ fVarImportance

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

private

Definition at line 354 of file RuleEnsemble.h.

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

◆ ELearningModel

Constructor & Destructor Documentation

◆ RuleEnsemble() [1/3]

◆ RuleEnsemble() [2/3]

◆ RuleEnsemble() [3/3]

◆ ~RuleEnsemble()

Member Function Documentation

◆ AddOffset()

◆ AddRule()

◆ AddXMLTo()

◆ CalcImportance()

◆ CalcLinImportance()

◆ CalcLinNorm()

◆ CalcNRules()

◆ CalcRuleImportance()

◆ CalcRuleSupport()

◆ CalcVarImportance()

◆ CleanupLinear()

◆ CleanupRules()

◆ ClearCoefficients()

◆ ClearLinCoefficients()

◆ ClearLinNorm()

◆ ClearRuleMap()

◆ CoefficientRadius()

◆ Copy()

◆ DeleteRules()

◆ DoFull()

◆ DoLinear()

◆ DoOnlyLinear()

◆ DoOnlyRules()

◆ DoRules()

◆ EvalEvent() [1/6]

◆ EvalEvent() [2/6]

◆ EvalEvent() [3/6]

◆ EvalEvent() [4/6]

◆ EvalEvent() [5/6]

◆ EvalEvent() [6/6]

◆ EvalLinEvent() [1/9]

◆ EvalLinEvent() [2/9]

◆ EvalLinEvent() [3/9]

◆ EvalLinEvent() [4/9]

◆ EvalLinEvent() [5/9]

◆ EvalLinEvent() [6/9]

◆ EvalLinEvent() [7/9]

◆ EvalLinEvent() [8/9]

◆ EvalLinEvent() [9/9]

◆ EvalLinEventRaw() [1/2]

◆ EvalLinEventRaw() [2/2]

◆ FindNEndNodes()

◆ FStar() [1/2]

◆ FStar() [2/2]

◆ GetAverageRuleSigma()

◆ GetAverageSupport()

◆ GetCoefficients()

◆ GetEvent()

◆ GetEventLinearVal()

◆ GetEventLinearValNorm()

◆ GetEventRuleMap()

◆ GetEventRuleVal()

◆ GetImportanceCut()

◆ GetImportanceRef()

◆ GetLearningModel()

◆ GetLinCoefficients() [1/2]

◆ GetLinCoefficients() [2/2]

◆ GetLinDM()

◆ GetLinDP()

◆ GetLinImportance() [1/2]

◆ GetLinImportance() [2/2]

◆ GetLinNorm() [1/2]

◆ GetLinNorm() [2/2]

◆ GetLinQuantile()

◆ GetMethodBase()

◆ GetMethodRuleFit()

◆ GetNLinear()