Cosan::MinmaxScaler< NumericType > Class Template Reference

#include <minmaxscaler.h>

Inheritance diagram for Cosan::MinmaxScaler< NumericType >:

Public Member Functions
	MinmaxScaler ()=delete
	MinmaxScaler (CosanRawData< NumericType > &RD)
	MinmaxScaler (CosanRawData< NumericType > &RD, NumericType to_lb, NumericType to_ub)
Public Member Functions inherited from Cosan::Preprocessor< NumericType >
	Preprocessor ()
virtual	~Preprocessor ()=default
virtual void	fit (const CosanMatrix< NumericType > &X)
virtual CosanMatrix< NumericType >	transform (const CosanMatrix< NumericType > &X)
Public Member Functions inherited from Cosan::CosanBO
	CosanBO ()
	Default constructor. More...
virtual const std::string	GetName () const
	Get the name of the objects. More...

Private Member Functions
void	fit (CosanRawData< NumericType > &RD)
void	fit (CosanRawData< NumericType > &RD, NumericType to_lb, NumericType to_ub)

Detailed Description

template<Numeric NumericType>
class Cosan::MinmaxScaler< NumericType >

Definition at line 12 of file minmaxscaler.h.

Constructor & Destructor Documentation

MinmaxScaler() [1/3]

template<Numeric NumericType>

Cosan::MinmaxScaler< NumericType >::MinmaxScaler ( )

delete

MinmaxScaler() [2/3]

template<Numeric NumericType>

Cosan::MinmaxScaler< NumericType >::MinmaxScaler ( CosanRawData< NumericType > &  RD )

inline

Definition at line 15 of file minmaxscaler.h.

                                                       :Preprocessor<NumericType>(){
                this->fit(RD);
            }

MinmaxScaler() [3/3]

template<Numeric NumericType>

Cosan::MinmaxScaler< NumericType >::MinmaxScaler ( CosanRawData< NumericType > &  RD, NumericType  to_lb, NumericType  to_ub  )

inline

Definition at line 18 of file minmaxscaler.h.

                                                                                           :Preprocessor<NumericType>(){
                this->fit(RD,to_lb,to_ub);
            }

Member Function Documentation

fit() [1/2]

template<Numeric NumericType>

void Cosan::MinmaxScaler< NumericType >::fit ( CosanRawData< NumericType > &  RD )

inlineprivate

Definition at line 23 of file minmaxscaler.h.

                                                    {
                fmt::print("*********************************\n");
                fmt::print("Begin transformation X to [0,1]!\n");
                CosanMatrix<NumericType> X = RD.GetInput();
                X = (X.array().rowwise()-X.colwise().minCoeff().array()).rowwise()/(X.colwise().maxCoeff()-X.colwise().minCoeff()).array();
                RD.UpdateData(X);
                fmt::print("End of transformation X to [0,1]\n");
                fmt::print("*********************************\n");
            }

fit() [2/2]

template<Numeric NumericType>

void Cosan::MinmaxScaler< NumericType >::fit ( CosanRawData< NumericType > &  RD, NumericType  to_lb, NumericType  to_ub  )

inlineprivate

Definition at line 32 of file minmaxscaler.h.

                                                                                         {
                fmt::print("*********************************\n");
                fmt::print("Begin transformation to X to [{:},{:}]!\n",to_lb,to_ub);
                CosanMatrix<NumericType> X = RD.GetInput();
                X = (X.array().rowwise()-X.colwise().minCoeff().array()).rowwise()/(X.colwise().maxCoeff()-X.colwise().minCoeff()).array();
                X = X.array()*(to_ub-to_lb)+to_lb;
                RD.UpdateData(X);
                fmt::print("End of transformation to X to [{:},{:}]!\n",to_lb,to_ub);
                fmt::print("*********************************\n");
            }

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

• cosan/preprocessing/minmaxscaler.h