Mdp::PolynomialNetwork Class Reference

#include <polynomialNetwork.h>

Inheritance diagram for Mdp::PolynomialNetwork:

Public Member Functions
	PolynomialNetwork (std::shared_ptr< Context > context, size_t inputSize, size_t outputSize, size_t nbOfHiddenLayers)
std::vector< double >	getParamVector () override
std::vector< double >	getOutput (std::vector< double > input) override
void	learnExample (std::vector< double > input, std::vector< double > output) override
void	initializeWeights (std::vector< std::vector< double >> inputWeights, std::vector< std::vector< double >> outputWeights)
double	getValue (state_t s, action_t a)
std::vector< double >	getValues (state_t s)
void	updateParameters (double coeff)
void	setAlpha (double alpha)
Public Member Functions inherited from Mdp::ApproximatedFunction
	ApproximatedFunction (size_t inputSize, size_t outputSize, size_t paramSize)

Protected Member Functions
void	init (std::shared_ptr< Context > context)

Protected Attributes
size_t	hiddenSize {0}
std::vector< double >	hiddenLayer
std::vector< std::vector< double > >	inputWeights
std::vector< std::vector< double > >	outputWeights
Protected Attributes inherited from Mdp::ApproximatedFunction
size_t	inputSize {0}
size_t	outputSize {0}
size_t	paramSize {0}
std::vector< double >	params

Detailed Description

Definition at line 20 of file polynomialNetwork.h.

Constructor & Destructor Documentation

PolynomialNetwork::PolynomialNetwork	(	std::shared_ptr< Context >	context,
		size_t	inputSize,
		size_t	outputSize,
		size_t	nbOfHiddenLayers
	)

Definition at line 20 of file polynomialNetwork.cpp.

Member Function Documentation

std::vector< double > PolynomialNetwork::getOutput ( std::vector< double >  input )

overridevirtual

Implements Mdp::ApproximatedFunction.

Definition at line 55 of file polynomialNetwork.cpp.

std::vector< double > PolynomialNetwork::getParamVector ( )

overridevirtual

Reimplemented from Mdp::ApproximatedFunction.

Definition at line 35 of file polynomialNetwork.cpp.

double PolynomialNetwork::getValue ( state_t  state, action_t  action  )

virtual

Get the action value for a given state and action

Implements Mdp::ApproximatedFunction.

Definition at line 96 of file polynomialNetwork.cpp.

std::vector< double > PolynomialNetwork::getValues ( state_t  state )

virtual

Get the vector of action values for all actions for a given state

Implements Mdp::ApproximatedFunction.

Definition at line 103 of file polynomialNetwork.cpp.

void PolynomialNetwork::init ( std::shared_ptr< Context >  context )

protected

Definition at line 31 of file polynomialNetwork.cpp.

void PolynomialNetwork::initializeWeights	(	std::vector< std::vector< double >>	inputWeights,
		std::vector< std::vector< double >>	outputWeights
	)

Definition at line 48 of file polynomialNetwork.cpp.

void PolynomialNetwork::learnExample ( std::vector< double >  input, std::vector< double >  output  )

overridevirtual

Implements Mdp::ApproximatedFunction.

Definition at line 87 of file polynomialNetwork.cpp.

void PolynomialNetwork::setAlpha ( double  alpha )

virtual

Implements Mdp::ApproximatedFunction.

Definition at line 110 of file polynomialNetwork.cpp.

void PolynomialNetwork::updateParameters ( double  coeff )

virtual

Implements Mdp::ApproximatedFunction.

Definition at line 41 of file polynomialNetwork.cpp.

Member Data Documentation

std::vector<double> Mdp::PolynomialNetwork::hiddenLayer

protected

Definition at line 36 of file polynomialNetwork.h.

size_t Mdp::PolynomialNetwork::hiddenSize {0}

protected

Definition at line 35 of file polynomialNetwork.h.

std::vector<std::vector<double> > Mdp::PolynomialNetwork::inputWeights

protected

Definition at line 37 of file polynomialNetwork.h.

std::vector<std::vector<double> > Mdp::PolynomialNetwork::outputWeights

protected

Definition at line 38 of file polynomialNetwork.h.

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

• src/mdp/learning/reinforcementLearning/actionValuesFunction/polynomialNetwork.h
• src/mdp/learning/reinforcementLearning/actionValuesFunction/polynomialNetwork.cpp