paradiseo/deprecated/eo/contrib/mathsym/regression/Scaling.h
Adèle Harrissart 490e837f7a * New tree configuration of the project:
.../
   ...           + -- EO
   |             |
   |             |
   +-- src ----- + -- EDO
   |             |
   |             |
   +-- test      + -- MO
   |             |
   |             |
   +-- tutorial  + -- MOEO
   |             |
   |             |
   +-- doc       + -- SMP
   |             |
   |             |
   ...           + -- EOMPI
                 |
                 |
                 + -- EOSERIAL

Question for current maintainers: ./README: new release?

Also:

* Moving out eompi & eoserial modules (issue #2).

* Correction of the errors when executing "make doc" command.

* Adding a solution for the conflicting headers problem (see the two CMake Cache
 Values: PROJECT_TAG & PROJECT_HRS_INSTALL_SUBPATH) (issue #1)

* Header inclusions:
        ** src: changing absolute paths into relative paths ('#include <...>' -> '#include "..."')
        ** test, tutorial: changing relative paths into absolute paths ('#include "..."' -> '#include <...>')

* Moving out some scripts from EDO -> to the root

* Add a new script for compilation and installation (see build_gcc_linux_install)

* Compilation with uBLAS library or EDO module: now ok

* Minor modifications on README & INSTALL files

* Comment eompi failed tests with no end

*** TODO: CPack (debian (DEB) & RedHat (RPM) packages) (issues #6 & #7) ***
2014-09-06 13:04:35 +02:00

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3.2 KiB
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Executable file

/*
* Copyright (C) 2005 Maarten Keijzer
*
* This program is free software; you can redistribute it and/or modify
* it under the terms of version 2 of the GNU General Public License as
* published by the Free Software Foundation.
*
* 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., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA
*/
#ifndef SCALING_H_
#define SCALING_H_
#include "shared_ptr.h"
#include <valarray>
#include <iostream>
#include <string>
class TargetInfo;
class ScalingBase {
public:
virtual ~ScalingBase() {}
std::valarray<double> apply(const std::valarray<double>& x) {
std::valarray<double> xtmp = x;
transform(xtmp);
return xtmp;
}
virtual double transform(double input) const = 0;
virtual void transform(std::valarray<double>& inputs) const = 0;
virtual std::ostream& print(std::ostream& os, std::string str) const = 0;
virtual std::valarray<double> transform(const std::valarray<double>& inputs) const = 0;
};
typedef shared_ptr<ScalingBase> Scaling;
class LinearScaling : public ScalingBase {
double a,b;
public:
LinearScaling() : a(0.0), b(1.0) {}
LinearScaling(double _a, double _b) : a(_a), b(_b) {}
double transform(double input) const { input *=b; input += a; return input; }
void transform(std::valarray<double>& inputs) const { inputs *= b; inputs += a; }
std::valarray<double> transform(const std::valarray<double>& inputs) const {
std::valarray<double> y = a + b * inputs;
return y;
}
double intercept() const { return a; }
double slope() const { return b; }
std::ostream& print(std::ostream& os, std::string str) const {
os.precision(16);
os << a << " + " << b << " * " << str;
return os;
}
};
class NoScaling : public ScalingBase{
void transform(std::valarray<double>&) const {}
double transform(double input) const { return input; }
std::valarray<double> transform(const std::valarray<double>& inputs) const { return inputs; }
std::ostream& print(std::ostream& os, std::string str) const { return os << str; }
};
extern Scaling slope(const std::valarray<double>& inputs, const TargetInfo& targets); // slope only
extern Scaling ols(const std::valarray<double>& inputs, const TargetInfo& targets);
extern Scaling wls(const std::valarray<double>& inputs, const TargetInfo& targets);
extern Scaling med(const std::valarray<double>& inputs, const TargetInfo& targets);
extern Scaling ols(const std::valarray<double>& inputs, const std::valarray<double>& outputs);
extern double mse(const std::valarray<double>& y, const TargetInfo& t);
extern double rms(const std::valarray<double>& y, const TargetInfo& t);
extern double mae(const std::valarray<double>& y, const TargetInfo& t);
// Todo Logistic Scaling
#endif