FuncLinearModel.hpp

/*
 * FuncLinearModel.hpp
 * 
 * Copyright 2018 Fernando Pujaico Rivera <fernando.pujaico.rivera@gmail.com>
 * 
 * This program is free software; you can redistribute it and/or modify
 * it under the terms of the GNU General Public License as published by
 * the Free Software Foundation; either version 2 of the License, or
 * (at your option) any later version.
 * 
 * This program is distributed in the hope that it will be useful,
 * but WITHOUT ANY WARRANTY; without even the implied warranty of
 * MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 * GNU General Public License for more details.
 * 
 * You should have received a copy of the GNU General Public License
 * along with this program; if not, write to the Free Software
 * Foundation, Inc., 51 Franklin Street, Fifth Floor, Boston,
 * MA 02110-1301, USA.
 * 
 */
 
#ifndef __PDS_FUNCLINEARMODEL_HPP__
#define __PDS_FUNCLINEARMODEL_HPP__
    
#include <string>
#include <list>
#include <Pds/Ra>
#include <Pds/IterationConf>
 
namespace Pds{
 
namespace LinearModel{
 
 
Pds::Vector Predict(const Pds::Vector &W,const Pds::Matrix &X);
 
 
double CostMeanSquare(const Pds::Vector &W,const Pds::Matrix &X,const Pds::Vector &Y);
 
double CostMeanAbsolute(const Pds::Vector &W,const Pds::Matrix &X,const Pds::Vector &Y);
 
double CostMape(const Pds::Vector &W,const Pds::Matrix &X,const Pds::Vector &Y);
 
 
Pds::Vector FittingNormalMeanSquare(  Pds::IterationConf &Conf,
                                        const Pds::Matrix &X,
                                        const Pds::Vector &Y);
 
Pds::Vector FittingNormalMeanSquare(  const Pds::Matrix &X,
                                      const Pds::Vector &Y);
 
 
 
Pds::Vector FittingNormalMeanSquare(  Pds::IterationConf &Conf,
                                      const Pds::Matrix &X,
                                      const Pds::Vector &Y,
                                      const Pds::Vector &D);
 
Pds::Vector FittingNormalMeanSquare(  const Pds::Matrix &X,
                                      const Pds::Vector &Y,
                                      const Pds::Vector &D);
                                      
 
Pds::Vector FittingRobustBisquare(  Pds::IterationConf &Conf,
                                    const Pds::Matrix &X,
                                    const Pds::Vector &Y,
                                    unsigned int N=1);
 
Pds::Vector FittingRobustBisquare(  const Pds::Matrix &X,
                                    const Pds::Vector &Y,
                                    unsigned int N=1);
} // namespace Ml
 
} // namespace Pds
 
 
#endif /* __PDS_FUNCLOGISTICMODEL_HPP__ */