TMAGFitBern Class Reference

List of all members.

Public Member Functions
	TMAGFitBern ()
	TMAGFitBern (const PNGraph &G, const int &NAttrs)
	TMAGFitBern (const PNGraph &G, const TStr &InitFNm)
void	Clr ()
void	SaveTxt (const TStr &FNm)
const int	GetNodes () const
const int	GetAttrs () const
const TMAGParam< TMAGNodeBern > &	GetParams () const
const TMAGNodeBern &	GetNodeAttr () const
const TFltV &	GetMuV () const
void	SetMuV (const TFltV &MuV)
void	GetMtxV (TMAGAffMtxV &MtxV) const
void	SetMtxV (const TMAGAffMtxV &MtxV)
PNGraph	GetGraph ()
void	SetGraph (const PNGraph &GraphPt)
void	SetDebug (const bool _Debug)
void	SetAlgConf (const bool EStep=true, const bool MStep=true)
void	Init (const TFltV &MuV, const TMAGAffMtxV &AffMtxV)
void	RandomInit (const TFltV &MuV, const TMAGAffMtxV &AffMtxV, const int &Seed)
const TFltVV &	GetPhiVV () const
void	SetPhiVV (const TIntVV &AttrVV, const int KnownIds=0)
void	SetPhiVV (const TFltVV &AttrVV, const int KnownIds=0)
const double	GetInCoeff (const int &i, const int &j, const int &l, const int &A, const TMAGAffMtx &Theta) const
const double	GetAvgInCoeff (const int &i, const int &AId, const int &A, const TMAGAffMtx &Theta) const
const double	GetOutCoeff (const int &i, const int &j, const int &l, const int &A, const TMAGAffMtx &Theta) const
const double	GetAvgOutCoeff (const int &i, const int &AId, const int &A, const TMAGAffMtx &Theta) const
const double	GetProbPhi (const int &NId1, const int &NId2, const int &AId, const int &Attr1, const int &Attr2) const
const double	GetProbMu (const int &NId1, const int &NId2, const int &AId, const int &Attr1, const int &Attr2, const bool Left=false, const bool Right=false) const
const double	GetThetaLL (const int &NId1, const int &NId2, const int &AId) const
const double	GetAvgThetaLL (const int &NId1, const int &NId2, const int &AId, const bool Left=false, const bool Right=false) const
const double	GetSqThetaLL (const int &NId1, const int &NId2, const int &AId) const
const double	GetAvgSqThetaLL (const int &NId1, const int &NId2, const int &AId, const bool Left=false, const bool Right=false) const
const double	GetProdLinWeight (const int &NId1, const int &NId2) const
const double	GetAvgProdLinWeight (const int &NId1, const int &NId2, const bool Left=false, const bool Right=false) const
const double	GetProdSqWeight (const int &NId1, const int &NId2) const
const double	GetAvgProdSqWeight (const int &NId1, const int &NId2, const bool Left=false, const bool Right=false) const
const double	GetEstNoEdgeLL (const int &NId, const int &AId) const
const double	GradPhiMI (const double &x, const int &NId, const int &AId, const double &Lambda, const double &DeltaQ, const TFltVV &CntVV)
const double	ObjPhiMI (const double &x, const int &NId, const int &AId, const double &Lambda, const double &Q0, const double &Q1, const TFltVV &CntVV)
const double	UpdatePhiMI (const double &Lambda, const int &NId, const int &AId, double &Phi)
const double	UpdateApxPhiMI (const double &Lambda, const int &NId, const int &AId, double &Phi, TFltVV &ProdVV)
const double	UpdatePhi (const int &NId, const int &AId, double &Phi)
const double	UpdateMu (const int &AId)
const void	PrepareUpdateAffMtx (TFltVV &ProdVV, TFltVV &SqVV)
const void	PrepareUpdateApxAffMtx (TFltVV &ProdVV, TFltVV &SqVV)
const double	UpdateAffMtx (const int &AId, const double &LrnRate, const double &MaxGrad, const double &Lambda, TFltVV &ProdVV, TFltVV &SqVV, TMAGAffMtx &NewMtx)
const double	UpdateAffMtxV (const int &GradIter, const double &LrnRate, const double &MaxGrad, const double &Lambda, const int &NReal=0)
const void	GradAffMtx (const int &AId, const TFltVV &ProdVV, const TFltVV &SqVV, const TMAGAffMtx &CurMtx, TFltV &GradV)
const void	GradApxAffMtx (const int &AId, const TFltVV &ProdVV, const TFltVV &SqVV, const TMAGAffMtx &CurMtx, TFltV &GradV)
double	DoEStepOneIter (const TFltV &TrueMuV, TFltVV &NewPhi, const double &Lambda)
double	DoEStepApxOneIter (const TFltV &TrueMuV, TFltVV &NewPhi, const double &Lambda)
double	DoEStep (const TFltV &TrueMuV, const int &NIter, double &LL, const double &Lambda)
void	DoMStep (const int &GradIter, const double &LrnRate, const double &MaxGrad, const double &Lambda, const int &NReal=0)
void	DoEMAlg (const int &NStep, const int &NEstep, const int &NMstep, const double &LrnRate, const double &MaxGrad, const double &Lambda, const double &ReInit, const int &NReal=0)
void	CountAttr (TFltV &EstMuV) const
void	SortAttrOrdering (const TFltV &TrueMuV, TIntV &IndexV) const
const double	ComputeJointOneLL (const TIntVV &AttrVV) const
const double	ComputeJointLL (int NSample) const
const double	ComputeJointAdjLL (const TIntVV &AttrVV) const
const double	ComputeApxLL () const
const double	ComputeApxAdjLL () const
void	MakeCCDF (const TFltPrV &RawV, TFltPrV &CcdfV)
void	PlotProperties (const TStr &FNm)
void	NormalizeAffMtxV (TMAGAffMtxV &MtxV, const bool UseMu=false)
void	UnNormalizeAffMtxV (TMAGAffMtxV &MtxV, const bool UseMu=false)
Static Public Member Functions
static const double	ComputeMI (const TIntVV &AttrV, const int AId1, const int AId2)
static const double	ComputeMI (const TFltVV &AttrV, const int AId1, const int AId2)
static const double	ComputeMI (const TIntVV &AttrV)
static const double	ComputeMI (const TFltVV &AttrV)

---

Constructor & Destructor Documentation

TMAGFitBern::TMAGFitBern

(

)

[inline]

TMAGFitBern::TMAGFitBern	(	const PNGraph &	G,
		const int &	NAttrs
	)		[inline]

TMAGFitBern::TMAGFitBern	(	const PNGraph &	G,
		const TStr &	InitFNm
	)		[inline]

---

Member Function Documentation

void TMAGFitBern::Clr

(

)

[inline]

const double TMAGFitBern::ComputeApxAdjLL

(

)

const

const double TMAGFitBern::ComputeApxLL

(

)

const

const double TMAGFitBern::ComputeJointAdjLL

(

const TIntVV &

AttrVV

)

const

const double TMAGFitBern::ComputeJointLL

(

int

NSample

)

const

const double TMAGFitBern::ComputeJointOneLL

(

const TIntVV &

AttrVV

)

const

const double TMAGFitBern::ComputeMI	(	const TIntVV &	AttrV,
		const int	AId1,
		const int	AId2
	)		[static]

const double TMAGFitBern::ComputeMI	(	const TFltVV &	AttrV,
		const int	AId1,
		const int	AId2
	)		[static]

const double TMAGFitBern::ComputeMI

(

const TIntVV &

AttrV

)

[static]

const double TMAGFitBern::ComputeMI

(

const TFltVV &

AttrV

)

[static]

void TMAGFitBern::CountAttr

(

TFltV &

EstMuV

)

const

void TMAGFitBern::DoEMAlg	(	const int &	NStep,
		const int &	NEstep,
		const int &	NMstep,
		const double &	LrnRate,
		const double &	MaxGrad,
		const double &	Lambda,
		const double &	ReInit,
		const int &	NReal = 0
	)

double TMAGFitBern::DoEStep	(	const TFltV &	TrueMuV,
		const int &	NIter,
		double &	LL,
		const double &	Lambda
	)

double TMAGFitBern::DoEStepApxOneIter	(	const TFltV &	TrueMuV,
		TFltVV &	NewPhi,
		const double &	Lambda
	)

double TMAGFitBern::DoEStepOneIter	(	const TFltV &	TrueMuV,
		TFltVV &	NewPhi,
		const double &	Lambda
	)

void TMAGFitBern::DoMStep	(	const int &	GradIter,
		const double &	LrnRate,
		const double &	MaxGrad,
		const double &	Lambda,
		const int &	NReal = 0
	)

const int TMAGFitBern::GetAttrs

(

)

const [inline]

const double TMAGFitBern::GetAvgInCoeff	(	const int &	i,
		const int &	AId,
		const int &	A,
		const TMAGAffMtx &	Theta
	)		const

const double TMAGFitBern::GetAvgOutCoeff	(	const int &	i,
		const int &	AId,
		const int &	A,
		const TMAGAffMtx &	Theta
	)		const

const double TMAGFitBern::GetAvgProdLinWeight	(	const int &	NId1,
		const int &	NId2,
		const bool	Left = false,
		const bool	Right = false
	)		const

const double TMAGFitBern::GetAvgProdSqWeight	(	const int &	NId1,
		const int &	NId2,
		const bool	Left = false,
		const bool	Right = false
	)		const

const double TMAGFitBern::GetAvgSqThetaLL	(	const int &	NId1,
		const int &	NId2,
		const int &	AId,
		const bool	Left = false,
		const bool	Right = false
	)		const

const double TMAGFitBern::GetAvgThetaLL	(	const int &	NId1,
		const int &	NId2,
		const int &	AId,
		const bool	Left = false,
		const bool	Right = false
	)		const

const double TMAGFitBern::GetEstNoEdgeLL	(	const int &	NId,
		const int &	AId
	)		const

PNGraph TMAGFitBern::GetGraph

(

)

[inline]

const double TMAGFitBern::GetInCoeff	(	const int &	i,
		const int &	j,
		const int &	l,
		const int &	A,
		const TMAGAffMtx &	Theta
	)		const

void TMAGFitBern::GetMtxV

(

TMAGAffMtxV &

MtxV

)

const [inline]

const TFltV& TMAGFitBern::GetMuV

(

)

const [inline]

const TMAGNodeBern& TMAGFitBern::GetNodeAttr

(

)

const [inline]

const int TMAGFitBern::GetNodes

(

)

const [inline]

const double TMAGFitBern::GetOutCoeff	(	const int &	i,
		const int &	j,
		const int &	l,
		const int &	A,
		const TMAGAffMtx &	Theta
	)		const

const TMAGParam<TMAGNodeBern>& TMAGFitBern::GetParams

(

)

const [inline]

const TFltVV& TMAGFitBern::GetPhiVV

(

)

const [inline]

const double TMAGFitBern::GetProbMu	(	const int &	NId1,
		const int &	NId2,
		const int &	AId,
		const int &	Attr1,
		const int &	Attr2,
		const bool	Left = false,
		const bool	Right = false
	)		const

const double TMAGFitBern::GetProbPhi	(	const int &	NId1,
		const int &	NId2,
		const int &	AId,
		const int &	Attr1,
		const int &	Attr2
	)		const

const double TMAGFitBern::GetProdLinWeight	(	const int &	NId1,
		const int &	NId2
	)		const

const double TMAGFitBern::GetProdSqWeight	(	const int &	NId1,
		const int &	NId2
	)		const

const double TMAGFitBern::GetSqThetaLL	(	const int &	NId1,
		const int &	NId2,
		const int &	AId
	)		const

const double TMAGFitBern::GetThetaLL	(	const int &	NId1,
		const int &	NId2,
		const int &	AId
	)		const

const void TMAGFitBern::GradAffMtx	(	const int &	AId,
		const TFltVV &	ProdVV,
		const TFltVV &	SqVV,
		const TMAGAffMtx &	CurMtx,
		TFltV &	GradV
	)

const void TMAGFitBern::GradApxAffMtx	(	const int &	AId,
		const TFltVV &	ProdVV,
		const TFltVV &	SqVV,
		const TMAGAffMtx &	CurMtx,
		TFltV &	GradV
	)

const double TMAGFitBern::GradPhiMI	(	const double &	x,
		const int &	NId,
		const int &	AId,
		const double &	Lambda,
		const double &	DeltaQ,
		const TFltVV &	CntVV
	)

void TMAGFitBern::Init	(	const TFltV &	MuV,
		const TMAGAffMtxV &	AffMtxV
	)

void TMAGFitBern::MakeCCDF	(	const TFltPrV &	RawV,
		TFltPrV &	CcdfV
	)

void TMAGFitBern::NormalizeAffMtxV	(	TMAGAffMtxV &	MtxV,
		const bool	UseMu = false
	)

const double TMAGFitBern::ObjPhiMI	(	const double &	x,
		const int &	NId,
		const int &	AId,
		const double &	Lambda,
		const double &	Q0,
		const double &	Q1,
		const TFltVV &	CntVV
	)

void TMAGFitBern::PlotProperties

(

const TStr &

FNm

)

const void TMAGFitBern::PrepareUpdateAffMtx	(	TFltVV &	ProdVV,
		TFltVV &	SqVV
	)

const void TMAGFitBern::PrepareUpdateApxAffMtx	(	TFltVV &	ProdVV,
		TFltVV &	SqVV
	)

void TMAGFitBern::RandomInit	(	const TFltV &	MuV,
		const TMAGAffMtxV &	AffMtxV,
		const int &	Seed
	)

void TMAGFitBern::SaveTxt

(

const TStr &

FNm

)

void TMAGFitBern::SetAlgConf	(	const bool	EStep = true,
		const bool	MStep = true
	)		[inline]

void TMAGFitBern::SetDebug

(

const bool

_Debug

)

[inline]

void TMAGFitBern::SetGraph

(

const PNGraph &

GraphPt

)

void TMAGFitBern::SetMtxV

(

const TMAGAffMtxV &

MtxV

)

[inline]

void TMAGFitBern::SetMuV

(

const TFltV &

MuV

)

[inline]

void TMAGFitBern::SetPhiVV	(	const TIntVV &	AttrVV,
		const int	KnownIds = 0
	)

void TMAGFitBern::SetPhiVV	(	const TFltVV &	AttrVV,
		const int	KnownIds = 0
	)		[inline]

void TMAGFitBern::SortAttrOrdering	(	const TFltV &	TrueMuV,
		TIntV &	IndexV
	)		const

void TMAGFitBern::UnNormalizeAffMtxV	(	TMAGAffMtxV &	MtxV,
		const bool	UseMu = false
	)

const double TMAGFitBern::UpdateAffMtx	(	const int &	AId,
		const double &	LrnRate,
		const double &	MaxGrad,
		const double &	Lambda,
		TFltVV &	ProdVV,
		TFltVV &	SqVV,
		TMAGAffMtx &	NewMtx
	)

const double TMAGFitBern::UpdateAffMtxV	(	const int &	GradIter,
		const double &	LrnRate,
		const double &	MaxGrad,
		const double &	Lambda,
		const int &	NReal = 0
	)

const double TMAGFitBern::UpdateApxPhiMI	(	const double &	Lambda,
		const int &	NId,
		const int &	AId,
		double &	Phi,
		TFltVV &	ProdVV
	)

const double TMAGFitBern::UpdateMu

(

const int &

AId

)

const double TMAGFitBern::UpdatePhi	(	const int &	NId,
		const int &	AId,
		double &	Phi
	)

const double TMAGFitBern::UpdatePhiMI	(	const double &	Lambda,
		const int &	NId,
		const int &	AId,
		double &	Phi
	)

---

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

• snap-adv/mag.h
• snap-adv/mag.cpp