A single-Gaussian SurpriseModel. More...
#include <Surprise/SurpriseModel.H>
Public Member Functions | |
SurpriseModelSG (const double updatefac=0.5, const double sampleval=0.0, const double samplevar=1.0) | |
Constructor. See base class for details. | |
virtual | ~SurpriseModelSG () |
Virtual destructor ensures proper destruction of derived classes. | |
virtual void | reset () |
Reset to initial state. | |
virtual void | init (const double updatefac=0.5, const double sampleval=0.0, const double samplevar=1.0) |
Change intial state parameters. | |
virtual void | load (const double sampleval, const double samplevar=1.0) |
Load given sample mean and variance. | |
virtual double | surprise (const SurpriseModelSG &other) |
Compute surprise between us and another model. | |
virtual void | preComputeHyperParams (const SurpriseModelSG &sample) |
Is empty in this model. | |
virtual void | combineFrom (const Image< SurpriseModelSG > &models, const Image< float > &weights) |
Initialize us as a weighted combination of the given map of models. | |
virtual void | combineFrom (const Image< SurpriseModelSG > &models, const Image< float > &weights, const Point2D< int > &pos, const int width, const int height, const int offset) |
Initialize us as a weighted combination of the given map of models. | |
virtual double | getMean () const |
get our mean | |
virtual double | getVar () const |
get our variance | |
virtual double | getUpdateFac () const |
get our UpdateFac | |
Protected Attributes | |
int | itsN |
our sample N | |
double | itsMean |
our current Gaussian mean | |
double | itsVar |
our current Gaussian variance |
A single-Gaussian SurpriseModel.
This is a very simple SurpriseModel consisting of a single Gaussian, which is updated in a sliding-average manner.
Definition at line 159 of file SurpriseModel.H.
SurpriseModelSG::SurpriseModelSG | ( | const double | updatefac = 0.5 , |
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const double | sampleval = 0.0 , |
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const double | samplevar = 1.0 | |||
) |
Constructor. See base class for details.
Definition at line 167 of file SurpriseModel.C.
SurpriseModelSG::~SurpriseModelSG | ( | ) | [virtual] |
Virtual destructor ensures proper destruction of derived classes.
Definition at line 177 of file SurpriseModel.C.
void SurpriseModelSG::combineFrom | ( | const Image< SurpriseModelSG > & | models, | |
const Image< float > & | weights, | |||
const Point2D< int > & | pos, | |||
const int | width, | |||
const int | height, | |||
const int | offset | |||
) | [inline, virtual] |
Initialize us as a weighted combination of the given map of models.
Definition at line 252 of file SurpriseModel.C.
void SurpriseModelSG::combineFrom | ( | const Image< SurpriseModelSG > & | models, | |
const Image< float > & | weights | |||
) | [inline, virtual] |
Initialize us as a weighted combination of the given map of models.
Definition at line 243 of file SurpriseModel.C.
double SurpriseModelSG::getMean | ( | ) | const [inline, virtual] |
get our mean
Implements SurpriseModel.
Definition at line 272 of file SurpriseModel.C.
References itsMean.
double SurpriseModelSG::getUpdateFac | ( | ) | const [inline, virtual] |
get our UpdateFac
Implements SurpriseModel.
Definition at line 280 of file SurpriseModel.C.
References SurpriseModel::itsUpdateFac.
double SurpriseModelSG::getVar | ( | ) | const [inline, virtual] |
get our variance
Implements SurpriseModel.
Definition at line 276 of file SurpriseModel.C.
References itsVar.
void SurpriseModelSG::init | ( | const double | updatefac = 0.5 , |
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const double | sampleval = 0.0 , |
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const double | samplevar = 1.0 | |||
) | [inline, virtual] |
Change intial state parameters.
Reimplemented from SurpriseModel.
Definition at line 185 of file SurpriseModel.C.
References reset().
void SurpriseModelSG::load | ( | const double | sampleval, | |
const double | samplevar = 1.0 | |||
) | [inline, virtual] |
Load given sample mean and variance.
Implements SurpriseModel.
Definition at line 194 of file SurpriseModel.C.
References itsMean, and itsVar.
Referenced by reset().
void SurpriseModelSG::preComputeHyperParams | ( | const SurpriseModelSG & | sample | ) | [inline, virtual] |
Is empty in this model.
Definition at line 227 of file SurpriseModel.C.
void SurpriseModelSG::reset | ( | void | ) | [inline, virtual] |
Reset to initial state.
Implements SurpriseModel.
Definition at line 181 of file SurpriseModel.C.
References SurpriseModel::itsInitialVal, SurpriseModel::itsInitialVar, and load().
Referenced by init().
double SurpriseModelSG::surprise | ( | const SurpriseModelSG & | other | ) | [inline, virtual] |
Compute surprise between us and another model.
Definition at line 199 of file SurpriseModel.C.
References itsMean, itsN, SurpriseModel::itsUpdateFac, itsVar, and log().
double SurpriseModelSG::itsMean [protected] |
our current Gaussian mean
Definition at line 206 of file SurpriseModel.H.
Referenced by getMean(), load(), and surprise().
int SurpriseModelSG::itsN [protected] |
double SurpriseModelSG::itsVar [protected] |
our current Gaussian variance
Definition at line 207 of file SurpriseModel.H.
Referenced by getVar(), load(), and surprise().