ROOT » TMVA » TMVA::PDEFoam

class TMVA::PDEFoam: public TObject


 Implementation of PDEFoam

 The PDEFoam method is an extension of the PDERS method, which uses
 self-adapting binning to divide the multi-dimensional phase space
 in a finite number of hyper-rectangles (boxes).

 For a given number of boxes, the binning algorithm adjusts the size
 and position of the boxes inside the multidimensional phase space,
 minimizing the variance of the signal and background densities inside
 the boxes. The binned density information is stored in binary trees,
 allowing for a very fast and memory-efficient classification of
 events.

 The implementation of the PDEFoam is based on the monte-carlo
 integration package TFoam included in the analysis package ROOT.

 The class TMVA::PDEFoam defines the default interface for the
 PDEFoam variants:

   - PDEFoamEvent
   - PDEFoamDiscriminant
   - PDEFoamTarget
   - PDEFoamMultiTarget
   - PDEFoamDecisionTree

 Per default PDEFoam stores in the cells the number of events (event
 weights) and therefore acts as an event density estimator.
 However, the above listed derived classes override this behaviour
 to implement certain PDEFoam variations.

 In order to use PDEFoam the user has to set the density estimator
 of the type TMVA::PDEFoamDensityBase, which is used to during the foam
 build-up.  The default PDEFoam should be used with
 PDEFoamEventDensity.

Function Members (Methods)

public:
virtual~PDEFoam()
voidTObject::AbstractMethod(const char* method) const
voidAddVariableName(const char* s)
voidAddVariableName(TObjString* s)
virtual voidTObject::AppendPad(Option_t* option = "")
virtual voidTObject::Browse(TBrowser* b)
voidCheckAll(Int_t)
static TClass*Class()
virtual const char*TObject::ClassName() const
virtual voidTObject::Clear(Option_t* = "")
virtual TObject*TObject::Clone(const char* newname = "") const
virtual Int_tTObject::Compare(const TObject* obj) const
virtual voidTObject::Copy(TObject& object) const
voidCreate()
virtual voidTObject::Delete(Option_t* option = "")MENU
voidDeleteBinarySearchTree()
virtual Int_tTObject::DistancetoPrimitive(Int_t px, Int_t py)
virtual voidTObject::Draw(Option_t* option = "")
TH1D*Draw1Dim(TMVA::ECellValue cell_value, Int_t nbin, TMVA::PDEFoamKernelBase* kernel = __null)
virtual voidTObject::DrawClass() constMENU
virtual TObject*TObject::DrawClone(Option_t* option = "") constMENU
virtual voidTObject::Dump() constMENU
virtual voidTObject::Error(const char* method, const char* msgfmt) const
virtual voidTObject::Execute(const char* method, const char* params, Int_t* error = 0)
virtual voidTObject::Execute(TMethod* method, TObjArray* params, Int_t* error = 0)
virtual voidTObject::ExecuteEvent(Int_t event, Int_t px, Int_t py)
virtual voidTObject::Fatal(const char* method, const char* msgfmt) const
voidFillBinarySearchTree(const TMVA::Event* ev)
virtual voidFillFoamCells(const TMVA::Event* ev, Float_t wt)
virtual voidFinalize()
virtual TObject*TObject::FindObject(const char* name) const
virtual TObject*TObject::FindObject(const TObject* obj) const
virtual vector<Float_t>GetCellValue(const map<Int_t,Float_t>& xvec, TMVA::ECellValue cv)
virtual Float_tGetCellValue(const TMVA::PDEFoamCell* cell, TMVA::ECellValue cv)
virtual Float_tGetCellValue(const vector<Float_t>& xvec, TMVA::ECellValue cv, TMVA::PDEFoamKernelBase*)
virtual Option_t*TObject::GetDrawOption() const
static Long_tTObject::GetDtorOnly()
TStringGetFoamName() const
virtual const char*TObject::GetIconName() const
UInt_tGetMaxDepth() const
UInt_tGetNActiveCells() const
virtual const char*TObject::GetName() const
UInt_tGetNCells() const
UInt_tGetNInActiveCells() const
UInt_tGetNmin()
virtual char*TObject::GetObjectInfo(Int_t px, Int_t py) const
static Bool_tTObject::GetObjectStat()
virtual Option_t*TObject::GetOption() const
TMVA::PDEFoamCell*GetRootCell() const
virtual const char*TObject::GetTitle() const
Int_tGetTotDim() const
virtual UInt_tTObject::GetUniqueID() const
TObjString*GetVariableName(Int_t idx)
Double_tGetXmax(Int_t idim) const
Double_tGetXmin(Int_t idim) const
virtual Bool_tTObject::HandleTimer(TTimer* timer)
virtual ULong_tTObject::Hash() const
virtual voidTObject::Info(const char* method, const char* msgfmt) const
virtual Bool_tTObject::InheritsFrom(const char* classname) const
virtual Bool_tTObject::InheritsFrom(const TClass* cl) const
voidInitialize()
virtual voidTObject::Inspect() constMENU
voidTObject::InvertBit(UInt_t f)
virtual TClass*IsA() const
virtual Bool_tTObject::IsEqual(const TObject* obj) const
virtual Bool_tTObject::IsFolder() const
Bool_tTObject::IsOnHeap() const
virtual Bool_tTObject::IsSortable() const
Bool_tTObject::IsZombie() const
TMVA::MsgLogger&Log() const
virtual voidTObject::ls(Option_t* option = "") const
voidTObject::MayNotUse(const char* method) const
virtual Bool_tTObject::Notify()
voidTObject::Obsolete(const char* method, const char* asOfVers, const char* removedFromVers) const
voidTObject::operator delete(void* ptr)
voidTObject::operator delete(void* ptr, void* vp)
voidTObject::operator delete[](void* ptr)
voidTObject::operator delete[](void* ptr, void* vp)
void*TObject::operator new(size_t sz)
void*TObject::operator new(size_t sz, void* vp)
void*TObject::operator new[](size_t sz)
void*TObject::operator new[](size_t sz, void* vp)
TMVA::PDEFoam&operator=(const TMVA::PDEFoam&)
virtual voidTObject::Paint(Option_t* option = "")
TMVA::PDEFoamPDEFoam()
TMVA::PDEFoamPDEFoam(const TString&)
virtual voidTObject::Pop()
virtual voidTObject::Print(Option_t* option = "") const
voidPrintCell(Long_t iCell = 0)
voidPrintCells()
virtual TH2D*Project2(Int_t idim1, Int_t idim2, TMVA::ECellValue cell_value = kValue, TMVA::PDEFoamKernelBase* kernel = __null, UInt_t nbin = 50)
virtual Int_tTObject::Read(const char* name)
virtual voidTObject::RecursiveRemove(TObject* obj)
voidTObject::ResetBit(UInt_t f)
voidResetCellElements()
voidRootPlot2dim(const TString& filename, TString opt, Bool_t createCanvas = kTRUE, Bool_t colors = kTRUE)
virtual voidTObject::SaveAs(const char* filename = "", Option_t* option = "") constMENU
virtual voidTObject::SavePrimitive(ostream& out, Option_t* option = "")
voidTObject::SetBit(UInt_t f)
voidTObject::SetBit(UInt_t f, Bool_t set)
voidSetDensity(TMVA::PDEFoamDensityBase* dens)
voidSetDim(Int_t kDim)
virtual voidTObject::SetDrawOption(Option_t* option = "")MENU
static voidTObject::SetDtorOnly(void* obj)
voidSetEvPerBin(Int_t EvPerBin)
voidSetInhiDiv(Int_t, Int_t)
voidSetMaxDepth(UInt_t maxdepth)
voidSetnBin(Int_t nBin)
voidSetnCells(Long_t nCells)
voidSetNmin(UInt_t val)
voidSetnSampl(Long_t nSampl)
static voidTObject::SetObjectStat(Bool_t stat)
virtual voidTObject::SetUniqueID(UInt_t uid)
voidSetXmax(Int_t idim, Double_t wmax)
voidSetXmin(Int_t idim, Double_t wmin)
virtual voidShowMembers(TMemberInspector& insp) const
virtual voidStreamer(TBuffer&)
voidStreamerNVirtual(TBuffer& ClassDef_StreamerNVirtual_b)
virtual voidTObject::SysError(const char* method, const char* msgfmt) const
Bool_tTObject::TestBit(UInt_t f) const
Int_tTObject::TestBits(UInt_t f) const
virtual voidTObject::UseCurrentStyle()
vector<Float_t>VarTransform(const vector<Float_t>& invec) const
Float_tVarTransform(Int_t idim, Float_t x) const
vector<Float_t>VarTransformInvers(const vector<Float_t>& invec) const
Float_tVarTransformInvers(Int_t idim, Float_t x) const
virtual voidTObject::Warning(const char* method, const char* msgfmt) const
virtual Int_tTObject::Write(const char* name = 0, Int_t option = 0, Int_t bufsize = 0)
virtual Int_tTObject::Write(const char* name = 0, Int_t option = 0, Int_t bufsize = 0) const
protected:
Int_tCellFill(Int_t, TMVA::PDEFoamCell*)
virtual Bool_tCellValueIsUndefined(TMVA::PDEFoamCell*)
Int_tDivide(TMVA::PDEFoamCell*)
virtual voidTObject::DoError(int level, const char* location, const char* fmt, va_list va) const
Double_tEval(Double_t* xRand, Double_t& event_density)
virtual voidExplore(TMVA::PDEFoamCell* Cell)
TMVA::PDEFoamCell*FindCell(const vector<Float_t>&) const
vector<TMVA::PDEFoamCell*>FindCells(const vector<Float_t>&) const
vector<TMVA::PDEFoamCell*>FindCells(const map<Int_t,Float_t>&) const
voidFindCells(const map<Int_t,Float_t>&, TMVA::PDEFoamCell*, vector<TMVA::PDEFoamCell*>&) const
Double_tGetCellElement(const TMVA::PDEFoamCell* cell, UInt_t i) const
TMVA::PDEFoamDensityBase*GetDistr() const
voidGrow()
voidInitCells()
voidMakeAlpha()
voidTObject::MakeZombie()
voidOutputGrow(Bool_t finished = false)
TMVA::PDEFoamPDEFoam(const TMVA::PDEFoam&)
Long_tPeekMax()
voidSetCellElement(TMVA::PDEFoamCell* cell, UInt_t i, Double_t value)
voidVaredu(Double_t[], Int_t&, Double_t&, Double_t&)

Data Members

public:
static TObject::(anonymous)TObject::kBitMask
static TObject::EStatusBitsTObject::kCanDelete
static TObject::EStatusBitsTObject::kCannotPick
static TObject::EStatusBitsTObject::kHasUUID
static TObject::EStatusBitsTObject::kInvalidObject
static TObject::(anonymous)TObject::kIsOnHeap
static TObject::EStatusBitsTObject::kIsReferenced
static TObject::EStatusBitsTObject::kMustCleanup
static TObject::EStatusBitsTObject::kNoContextMenu
static TObject::(anonymous)TObject::kNotDeleted
static TObject::EStatusBitsTObject::kObjInCanvas
static TObject::(anonymous)TObject::kOverwrite
static TObject::(anonymous)TObject::kSingleKey
static TObject::(anonymous)TObject::kWriteDelete
static TObject::(anonymous)TObject::kZombie
protected:
Double_t*fAlpha[fDim] Internal parameters of the hyperrectangle
TMVA::PDEFoamCell**fCells[fNCells] Array of ALL cells
TMVA::EDTSeparationfDTSeparationBACKWARDS COMPATIBILITY: split cells according to decision tree logic
Int_tfDimDimension of the integration/simulation space
TMVA::PDEFoamDensityBase*fDistr! distribution of training events
Int_tfEvPerBinMaximum number of effective (wt=1) events per bin
Bool_tfFillFoamWithOrigWeightsBACKWARDS COMPATIBILITY: fill the foam with boost or orig. weights
TMVA::EFoamTypefFoamTypeBACKWARDS COMPATIBILITY: type of foam
TObjArray*fHistEdgHistograms of wt, one for each cell edge
Int_t*fInhiDiv! [fDim] Flags for inhibiting cell division
Int_tfLastCeIndex of the last cell
TMVA::MsgLogger*fLogger! message logger
Int_t*fMaskDiv! [fDim] Dynamic Mask for cell division
UInt_tfMaxDepthmaximum depth of cell tree
Int_tfNBinNo. of bins in the edge histogram for cell MC exploration
Int_tfNCellsMaximum number of cells
UInt_tfNElementsBACKWARDS COMPATIBILITY: number of variables in every cell
Int_tfNSamplNo. of MC events, when dividing (exploring) cell
TStringfNameName of a given instance of the FOAM class
UInt_tfNminminimal number of events in cell to split cell
Int_tfNoActNumber of active cells
Bool_tfPeekMaxBACKWARDS COMPATIBILITY: peek up cell with max. driver integral for split
TRandom3*fPseRanPointer to user-defined generator of pseudorandom numbers
Double_t*fRvec[fDim] random number vector from r.n. generator fDim+1 maximum elements
TMVA::Timer*fTimer! timer for graphical output
TObjArray*fVariableNamescollection of all variable names
Float_tfVolFracBACKWARDS COMPATIBILITY: volume fraction (with respect to total phase space
Double_t*fXmax[fDim] maximum for variable transform
Double_t*fXmin[fDim] minimum for variable transform

Class Charts

Inheritance Inherited Members Includes Libraries
Class Charts

Function documentation

PDEFoam()
 Default constructor for streamer, user should not use it.
PDEFoam(const TString& )
 User constructor, to be employed by the user
~PDEFoam()
 Default destructor
PDEFoam(const TMVA::PDEFoam& )
 Copy Constructor  NOT IMPLEMENTED (NEVER USED)
void SetDim(Int_t kDim)
 Sets dimension of cubical space
void SetXmin(Int_t idim, Double_t wmin)
 set lower foam bound in dimension idim
void SetXmax(Int_t idim, Double_t wmax)
 set upper foam bound in dimension idim
void Create()
 Basic initialization of FOAM invoked by the user.
 IMPORTANT: Random number generator and the distribution object has to be
 provided using SetPseRan and SetRho prior to invoking this initializator!

 After the foam is grown, space for 2 variables is reserved in
 every cell.  They are used for filling the foam cells.
void InitCells()
 Internal subprogram used by Create.
 It initializes "root part" of the FOAM of the tree of cells.
Int_t CellFill(Int_t , TMVA::PDEFoamCell* )
 Internal subprogram used by Create.
 It initializes content of the newly allocated active cell.
void Explore(TMVA::PDEFoamCell* Cell)
 Internal subprogram used by Create.
 It explores newly defined cell with help of special short MC sampling.
 As a result, estimates of kTRUE and drive volume is defined/determined
 Average and dispersion of the weight distribution will is found along
 each edge and the best edge (minimum dispersion, best maximum weight)
 is memorized for future use.
 The optimal division point for eventual future cell division is
 determined/recorded. Recorded are also minimum and maximum weight etc.
 The volume estimate in all (inactive) parent cells is updated.
 Note that links to parents and initial volume = 1/2 parent has to be
 already defined prior to calling this routine.

 If fNmin > 0 then the total number of (training) events found in
 the cell during the exploration is stored in the cell.  This
 information is used withing PeekMax() to avoid splitting cells
 which contain less than fNmin events.
void Varedu(Double_t[] , Int_t& , Double_t& , Double_t& )
 Internal subrogram used by Create.
 In determines the best edge candidate and the position of the cell division plane
 in case of the variance reduction for future cell division,
 using results of the MC exploration run stored in fHistEdg
void MakeAlpha()
 Internal subrogram used by Create.
 Provides random vector Alpha  0< Alpha(i) < 1
Long_t PeekMax()
 Internal subprogram used by Create.  It finds cell with maximal
 driver integral for the purpose of the division.  This function
 is overridden by the PDEFoam Class to apply cuts on the number
 of events in the cell (fNmin) and the cell tree depth
 (GetMaxDepth() > 0) during cell buildup.
Int_t Divide(TMVA::PDEFoamCell* )
 Internal subrogram used by Create.
 It divides cell iCell into two daughter cells.
 The iCell is retained and tagged as inactive, daughter cells are appended
 at the end of the buffer.
 New vertex is added to list of vertices.
 List of active cells is updated, iCell removed, two daughters added
 and their properties set with help of MC sampling (PDEFoam_Explore)
 Returns Code RC=-1 of buffer limit is reached,  fLastCe=fnBuf.
Double_t Eval(Double_t* xRand, Double_t& event_density)
 Internal subprogram.
 Evaluates (training) distribution.
void Grow()
 Internal subrogram used by Create.
 It grow new cells by the binary division process.
 This function is overridden by the PDEFoam class to stop the foam buildup process
 if one of the cut conditions stop the cell split.
void SetInhiDiv(Int_t , Int_t )
 This can be called before Create, after setting kDim
 It defines which variables are excluded in the process of the cell division.
 For example 'FoamX->SetInhiDiv(1, 1);' inhibits division of y-variable.
void CheckAll(Int_t )
  User utility, miscellaneous and debug.
  Checks all pointers in the tree of cells. This is useful autodiagnostic.
  level=0, no printout, failures causes STOP
  level=1, printout, failures lead to WARNINGS only
void PrintCell(Long_t iCell = 0)
 Prints geometry of and elements of 'iCell', as well as relations
 to parent and daughter cells.
void PrintCells(void)
 Prints geometry of ALL cells of the FOAM
void FillFoamCells(const TMVA::Event* ev, Float_t wt)
 This function fills a weight 'wt' into the PDEFoam cell, which
 corresponds to the given event 'ev'.  Per default cell element 0
 is filled with the weight 'wt', and cell element 1 is filled
 with the squared weight.  This function can be overridden by a
 subclass in order to change the values stored in the foam cells.
void ResetCellElements()
 Remove the cell elements from all cells.
Bool_t CellValueIsUndefined(TMVA::PDEFoamCell* )
 Returns true, if the value of the given cell is undefined.
 Default value: kFALSE.  This function can be overridden by
 sub-classes.
Float_t GetCellValue(const vector<Float_t>& xvec, TMVA::ECellValue cv, TMVA::PDEFoamKernelBase* )
 This function finds the cell, which corresponds to the given
 untransformed event vector 'xvec' and return its value, which is
 given by the parameter 'cv'.  If kernel != NULL, then
 PDEFoamKernelBase::Estimate() is called on the transformed event
 variables.

 Parameters:

 - xvec - event vector (untransformed, [fXmin,fXmax])

 - cv - the cell value to return

 - kernel - PDEFoam kernel estimator.  If NULL is given, than the
   pure cell value is returned

 Return:

 The cell value, corresponding to 'xvec', estimated by the given
 kernel.
std::vector<Float_t> GetCellValue( const std::map<Int_t,Float_t>& xvec, ECellValue cv )
 This function finds all cells, which corresponds to the given
 (incomplete) untransformed event vector 'xvec' and returns the
 cell values, according to the parameter 'cv'.

 Parameters:

 - xvec - map for the untransformed vector.  The key (Int_t) is
   the dimension, and the value (Float_t) is the event
   coordinate.  Note that not all coordinates have to be
   specified.

 - cv - cell values to return

 Return:

 cell values from all cells that were found
TMVA::PDEFoamCell* FindCell(const vector<Float_t>& ) const
 Find cell that contains 'xvec' (in foam coordinates [0,1]).

 Loop to find cell that contains 'xvec' starting at root cell,
 and traversing binary tree to find the cell quickly.  Note, that
 if 'xvec' lies outside the foam, the cell which is nearest to
 'xvec' is returned.  (The returned pointer should never be
 NULL.)

 Parameters:

 - xvec - event vector (in foam coordinates [0,1])

 Return:

 PDEFoam cell corresponding to 'xvec'
void FindCells(const map<Int_t,Float_t>& , TMVA::PDEFoamCell* , vector<TMVA::PDEFoamCell*>& ) const
 This is a helper function for std::vector<PDEFoamCell*>
 FindCells(...) and a generalisation of PDEFoamCell* FindCell().
 It saves in 'cells' all cells, which contain the coordinates
 specifies in 'txvec'.  Note, that not all coordinates have to be
 specified in 'txvec'.

 Parameters:

 - txvec - event vector in foam coordinates [0,1].  The key is
   the dimension and the value is the event coordinate.  Note,
   that not all coordinates have to be specified.

 - cell - cell to start searching with (usually root cell
   fCells[0])

 - cells - list of cells that were found
std::vector<TMVA::PDEFoamCell*> FindCells(const std::vector<Float_t> &txvec)
 Find all cells, that contain txvec.  This function can be used,
 when the dimension of the foam is greater than the dimension of
 txvec.  E.g. this is the case for multi-target regression.

 Parameters:

 - txvec - event vector of variables, transformed into foam
   coordinates [0,1].  The size of txvec can be smaller than the
   dimension of the foam.

 Return value:

 - vector of cells, that fit txvec
std::vector<TMVA::PDEFoamCell*> FindCells(const std::map<Int_t, Float_t> &txvec)
 Find all cells, that contain the coordinates specified in txvec.
 The key in 'txvec' is the dimension, and the corresponding value
 is the coordinate.  Note, that not all coordinates have to be
 specified in txvec.

 Parameters:

 - txvec - map of coordinates (transformed into foam coordinates
   [0,1])

 Return value:

 - vector of cells, that fit txvec
TH1D* Draw1Dim(TMVA::ECellValue cell_value, Int_t nbin, TMVA::PDEFoamKernelBase* kernel = __null)
 Draws 1-dimensional foam (= histogram)

 Parameters:

 - cell_value - the cell value to draw

 - nbin - number of bins of result histogram

 - kernel - a PDEFoam kernel.
TH2D* Project2(Int_t idim1, Int_t idim2, TMVA::ECellValue cell_value = kValue, TMVA::PDEFoamKernelBase* kernel = __null, UInt_t nbin = 50)
 Project foam variable idim1 and variable idim2 to histogram.

 Parameters:

 - idim1, idim2 - dimensions to project to

 - cell_value - the cell value to draw

 - kernel - a PDEFoam kernel (optional).  If NULL is given, the
            kernel is ignored and the pure cell values are
            plotted.

 - nbin - number of bins in x and y direction of result histogram
          (optional, default is 50).

 Returns:
 a 2-dimensional histogram
Float_t GetCellValue(const PDEFoamCell* cell, ECellValue cv)
 Returns the cell value of 'cell' corresponding to the given
 option 'cv'.  This function should be overridden by the subclass
 in order to specify which cell elements to return for a given
 cell value 'cv'.  By default kValue returns cell element 0, and
 kValueError returns cell element 1.
Double_t GetCellElement(const TMVA::PDEFoamCell* cell, UInt_t i) const
 Returns cell element i of cell 'cell'.  If the cell has no
 elements or the index 'i' is out of range, than 0 is returned.
void SetCellElement(TMVA::PDEFoamCell* cell, UInt_t i, Double_t value)
 Set cell element i of cell to value.  If the cell element i does
 not exist, it is created.
void OutputGrow(Bool_t finished = false)
 Overridden function of PDEFoam to avoid native foam output.
 Draw TMVA-process bar instead.
void RootPlot2dim(const TString& filename, TString opt, Bool_t createCanvas = kTRUE, Bool_t colors = kTRUE)
 Debugging tool which plots the cells of a 2-dimensional PDEFoam
 as rectangles in C++ format readable for ROOT.

 Parameters:
 - filename - filename of ouput root macro

 - opt - cell_value, rms, rms_ov_mean
   If cell_value is set, the following values will be filled into
   the result histogram:
    - number of events - in case of classification with 2 separate
                         foams or multi-target regression
    - discriminator    - in case of classification with one
                         unified foam
    - target           - in case of mono-target regression
   If none of {cell_value, rms, rms_ov_mean} is given, the cells
   will not be filled.
   If 'opt' contains the string 'cellnumber', the index of
   each cell is draw in addition.

 - createCanvas - whether to create a new canvas or not

 - colors - whether to fill cells with colors or shades of grey

 Example:

   The following commands load a mono-target regression foam from
   file 'foam.root' and create a ROOT macro 'output.C', which
   draws all PDEFoam cells with little boxes.  The latter are
   filled with colors according to the target value stored in the
   cell.  Also the cell number is drawn.

   TFile file("foam.root");
   TMVA::PDEFoam *foam = (TMVA::PDEFoam*) gDirectory->Get("MonoTargetRegressionFoam");
   foam->RootPlot2dim("output.C","cell_value,cellnumber");
   gROOT->Macro("output.C");
void FillBinarySearchTree(const TMVA::Event* ev)
 Insert event to internal foam's density estimator
 PDEFoamDensityBase.
void DeleteBinarySearchTree()
 Delete the foam's density estimator, which contains the binary
 search tree.
Float_t VarTransform(Int_t idim, Float_t x) const
std::vector<Float_t> VarTransform(const vector<Float_t>& invec) const
Float_t VarTransformInvers(Int_t idim, Float_t x) const
std::vector<Float_t> VarTransformInvers(const vector<Float_t>& invec) const
PDEFoamDensityBase* GetDistr() const
 get internal density
{ assert(fDistr); return fDistr; }
void Initialize()
 ---------- Foam creation functions
{}
void Finalize()
 function to call after foam is grown
{}
void SetnCells(Long_t nCells)
{fNCells =nCells;}
void SetnSampl(Long_t nSampl)
{fNSampl =nSampl;}
void SetnBin(Int_t nBin)
{fNBin = nBin;}
void SetEvPerBin(Int_t EvPerBin)
{fEvPerBin =EvPerBin;}
void SetDensity(TMVA::PDEFoamDensityBase* dens)
{ fDistr = dens; }
Int_t GetTotDim() const
 coverity[ -tainted_data_return ]
{return fDim; }
TString GetFoamName() const
{return fName; }
UInt_t GetNActiveCells() const
{return fNoAct;}
UInt_t GetNInActiveCells() const
UInt_t GetNCells() const
{return fNCells;}
PDEFoamCell* GetRootCell() const
{return fCells[0];}
void SetNmin(UInt_t val)
 Getters and Setters for user cut options
{ fNmin=val; }
UInt_t GetNmin()
{ return fNmin; }
void SetMaxDepth(UInt_t maxdepth)
{ fMaxDepth = maxdepth; }
UInt_t GetMaxDepth() const
{ return fMaxDepth; }
Double_t GetXmin(Int_t idim) const
{return fXmin[idim];}
Double_t GetXmax(Int_t idim) const
{return fXmax[idim];}
void AddVariableName(const char* s)
 Getters and Setters for variable names
void AddVariableName(TObjString* s)
TObjString* GetVariableName(Int_t idx)
{return dynamic_cast<TObjString*>(fVariableNames->At(idx));}