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// File: PseudoNewtonOptimizer.h
// Created by; Julien Dutheil
// Created on: Tue Nov 16 11:52 2004
//
/*
Copyright or © or Copr. Bio++ Development Team, (November 16, 2004)
This software is a computer program whose purpose is to provide classes
for phylogenetic data analysis.
This software is governed by the CeCILL license under French law and
abiding by the rules of distribution of free software. You can use,
modify and/ or redistribute the software under the terms of the CeCILL
license as circulated by CEA, CNRS and INRIA at the following URL
"http://www.cecill.info".
As a counterpart to the access to the source code and rights to copy,
modify and redistribute granted by the license, users are provided only
with a limited warranty and the software's author, the holder of the
economic rights, and the successive licensors have only limited
liability.
In this respect, the user's attention is drawn to the risks associated
with loading, using, modifying and/or developing or reproducing the
software by the user in light of its specific status of free software,
that may mean that it is complicated to manipulate, and that also
therefore means that it is reserved for developers and experienced
professionals having in-depth computer knowledge. Users are therefore
encouraged to load and test the software's suitability as regards their
requirements in conditions enabling the security of their systems and/or
data to be ensured and, more generally, to use and operate it in the
same conditions as regards security.
The fact that you are presently reading this means that you have had
knowledge of the CeCILL license and that you accept its terms.
*/
#ifndef _PSEUDONEWTONOPTIMIZER_H_
#define _PSEUDONEWTONOPTIMIZER_H_
#include <Bpp/Numeric/Function/AbstractOptimizer.h>
namespace bpp
{
/**
* @brief This Optimizer implements Newton's algorithm for finding a minimum of a function.
* This is in fact a modified version of the algorithm, as suggested by Nicolas Galtier, for
* the purpose of optimizing phylogenetic likelihoods.
*
* Only second simple order derivative are computed, no cross derivative, following Galtier's
* algorithm.
* Felsenstein and Churchill's (1996) correction is applied when new trial as a likelihood
* lower than the starting point.
*/
class PseudoNewtonOptimizer:
public AbstractOptimizer
{
public:
class PNStopCondition:
public AbstractOptimizationStopCondition
{
public:
PNStopCondition(PseudoNewtonOptimizer* pno) :
AbstractOptimizationStopCondition(pno) {}
virtual ~PNStopCondition() {}
PNStopCondition* clone() const { return new PNStopCondition(*this); }
public:
bool isToleranceReached() const;
double getCurrentTolerance() const;
};
friend class PNStopCondition;
private:
ParameterList previousPoint_; // Current point is in parameters_
double previousValue_;
size_t n_; // Number of parameters
std::vector<std::string> params_; // All parameter names
unsigned int maxCorrection_;
bool useCG_;
public:
PseudoNewtonOptimizer(DerivableSecondOrder* function);
virtual ~PseudoNewtonOptimizer() {}
PseudoNewtonOptimizer* clone() const { return new PseudoNewtonOptimizer(*this); }
public:
const DerivableSecondOrder* getFunction() const
{
return dynamic_cast<const DerivableSecondOrder*>(AbstractOptimizer::getFunction());
}
DerivableSecondOrder* getFunction()
{
return dynamic_cast<DerivableSecondOrder*>(AbstractOptimizer::getFunction());
}
/**
* @name The Optimizer interface.
*
* @{
*/
double getFunctionValue() const throw (NullPointerException) { return currentValue_; }
/** @} */
void doInit(const ParameterList& params) throw (Exception);
double doStep() throw (Exception);
void setMaximumNumberOfCorrections(unsigned int mx) { maxCorrection_ = mx; }
void disableCG() { useCG_ = false; }
protected:
DerivableSecondOrder* getFunction_()
{
return dynamic_cast<DerivableSecondOrder*>(AbstractOptimizer::getFunction_());
}
};
} //end of namespace bpp.
#endif //_PSEUDONEWTONOPTIMIZER_H_
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