PaulTest4.cxx

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// @(#)root/minuit2:$Id$
// Authors: M. Winkler, F. James, L. Moneta, A. Zsenei   2003-2005

/**********************************************************************
 *                                                                    *
 * Copyright (c) 2005 LCG ROOT Math team,  CERN/PH-SFT                *
 *                                                                    *
 **********************************************************************/

#include "Minuit2/FCNBase.h"
#include "Minuit2/FunctionMinimum.h"
#include "Minuit2/MnMigrad.h"
#include "Minuit2/MnMinos.h"
#include "Minuit2/MnUserParameterState.h"
#include "Minuit2/MnPrint.h"
#include "Minuit2/SimplexMinimizer.h"

#include <iostream>
#include <fstream>

#ifdef USE_SEALBASE
#include "SealBase/Filename.h"
#include "SealBase/ShellEnvironment.h"
#endif

using namespace ROOT::Minuit2;

class PowerLawFunc {

public:

  PowerLawFunc(double _p0, double _p1) : fP0(_p0), fP1(_p1) {}

  ~PowerLawFunc() {}

  double operator()(double x) const {
    return p1()*exp(log(x)*p0());
  }

  double p0() const {return fP0;}
  double p1() const {return fP1;}

private:
  double fP0;
  double fP1;
};

class PowerLawChi2FCN : public FCNBase {

public:

  PowerLawChi2FCN(const std::vector<double>& meas,
                  const std::vector<double>& pos,
                  const std::vector<double>& mvar) : fMeasurements(meas),
   fPositions(pos),
   fMVariances(mvar) {}

  ~PowerLawChi2FCN() {}

  double operator()(const std::vector<double>& par) const {
    assert(par.size() == 2);
    PowerLawFunc pl(par[0], par[1]);
    double chi2 = 0.;

    for(unsigned int n = 0; n < fMeasurements.size(); n++) {
      chi2 += ((pl(fPositions[n]) - fMeasurements[n])*(pl(fPositions[n]) - fMeasurements[n])/fMVariances[n]);
    }

    return chi2;
  }

  double Up() const {return 1.;}

private:
  std::vector<double> fMeasurements;
  std::vector<double> fPositions;
  std::vector<double> fMVariances;
};

class PowerLawLogLikeFCN : public FCNBase {

public:

  PowerLawLogLikeFCN(const std::vector<double>& meas,
                     const std::vector<double>& pos) :
   fMeasurements(meas), fPositions(pos) {}

  ~PowerLawLogLikeFCN() {}

  double operator()(const std::vector<double>& par) const {
    assert(par.size() == 2);
    PowerLawFunc pl(par[0], par[1]);
    double logsum = 0.;

    for(unsigned int n = 0; n < fMeasurements.size(); n++) {
      double k = fMeasurements[n];
      double mu = pl(fPositions[n]);
      logsum += (k*log(mu) - mu);
    }

    return -logsum;
  }

  double Up() const {return 0.5;}

private:
  std::vector<double> fMeasurements;
  std::vector<double> fPositions;
};

int main() {

  std::vector<double> positions;
  std::vector<double> measurements;
  std::vector<double> var;
  {

#ifdef USE_SEALBASE
    seal::Filename   inputFile (seal::Filename ("$SEAL/src/MathLibs/Minuit/tests/MnSim/paul4.txt").substitute (seal::ShellEnvironment ()));
    std::ifstream in(inputFile.Name() );
#else
    std::ifstream in("paul4.txt");
#endif
    if (!in) {
      std::cerr << "Error opening input data file" << std::endl;
      return 1;
  }


    double x = 0., y = 0., err = 0.;
    while(in>>x>>y>>err) {
      //       if(err < 1.e-8) continue;
      positions.push_back(x);
      measurements.push_back(y);
      var.push_back(err*err);
    }
    std::cout<<"size= "<<var.size()<<std::endl;
  }
  {
    // create Chi2 FCN function
    std::cout<<">>> test Chi2"<<std::endl;
    PowerLawChi2FCN fFCN(measurements, positions, var);

    MnUserParameters upar;
    upar.Add("p0", -2.3, 0.2);
    upar.Add("p1", 1100., 10.);

    MnMigrad migrad(fFCN, upar);
    std::cout<<"start migrad "<<std::endl;
    FunctionMinimum min = migrad();
    if(!min.IsValid()) {
      //try with higher strategy
      std::cout<<"FM is invalid, try with strategy = 2."<<std::endl;
      MnMigrad migrad2(fFCN, upar, 2);
      min = migrad2();
    }
    std::cout<<"minimum: "<<min<<std::endl;
  }
  {
    std::cout<<">>> test log LikeliHood"<<std::endl;
    // create LogLikelihood FCN function
    PowerLawLogLikeFCN fFCN(measurements, positions);

    MnUserParameters upar;
    upar.Add("p0", -2.1, 0.2);
    upar.Add("p1", 1000., 10.);

    MnMigrad migrad(fFCN, upar);
    std::cout<<"start migrad "<<std::endl;
    FunctionMinimum min = migrad();
    if(!min.IsValid()) {
      //try with higher strategy
      std::cout<<"FM is invalid, try with strategy = 2."<<std::endl;
      MnMigrad migrad2(fFCN, upar, 2);
      min = migrad2();
    }
    std::cout<<"minimum: "<<min<<std::endl;
  }
  {
    std::cout<<">>> test Simplex"<<std::endl;
    PowerLawChi2FCN chi2(measurements, positions, var);
    PowerLawLogLikeFCN mlh(measurements, positions);

    MnUserParameters upar;
    std::vector<double> par; par.push_back(-2.3); par.push_back(1100.);
    std::vector<double> err; err.push_back(1.); err.push_back(1.);

    SimplexMinimizer simplex;

    std::cout<<"start simplex"<<std::endl;
    FunctionMinimum min = simplex.Minimize(chi2, par, err);
    std::cout<<"minimum: "<<min<<std::endl;
    FunctionMinimum min2 = simplex.Minimize(mlh, par, err);
    std::cout<<"minimum: "<<min2<<std::endl;
  }
  return 0;
}