mlpack::hmm Namespace Reference

Hidden Markov Models. More...

Classes
class	HMM
	A class that represents a Hidden Markov Model with an arbitrary type of emission distribution. More...
class	HMMModel
	A serializable HMM model that also stores the type. More...
class	HMMRegression
	A class that represents a Hidden Markov Model Regression (HMMR). More...

Enumerations
enum	HMMType : char {   DiscreteHMM = 0, GaussianHMM, GaussianMixtureModelHMM, DiagonalGaussianMixtureModelHMM,   DiscreteHMM = 0, GaussianHMM, GaussianMixtureModelHMM, DiagonalGaussianMixtureModelHMM }
enum	HMMType : char {   DiscreteHMM = 0, GaussianHMM, GaussianMixtureModelHMM, DiagonalGaussianMixtureModelHMM,   DiscreteHMM = 0, GaussianHMM, GaussianMixtureModelHMM, DiagonalGaussianMixtureModelHMM }
	HMMType, to be stored on disk. More...

Functions
template<typename ActionType , typename ExtraInfoType = void>
void	LoadHMMAndPerformAction (const std::string &modelFile, ExtraInfoType *x=NULL)
	ActionType should implement static void Apply(HMMType&).
template<typename HMMType >
void	SaveHMM (HMMType &hmm, const std::string &modelFile)
	Save an HMM to a file. More...
template<typename ActionType , typename ArchiveType , typename ExtraInfoType >
void	LoadHMMAndPerformActionHelper (const std::string &modelFile, ExtraInfoType *x=NULL)
template<typename ActionType , typename ArchiveType , typename HMMType , typename ExtraInfoType >
void	DeserializeHMMAndPerformAction (ArchiveType &ar, ExtraInfoType *x=NULL)
template<typename ArchiveType , typename HMMType >
void	SaveHMMHelper (HMMType &hmm, const std::string &modelFile)
template<typename HMMType >
char	GetHMMType ()
template<>
char	GetHMMType< HMM< distribution::DiscreteDistribution > > ()
template<>
char	GetHMMType< HMM< distribution::GaussianDistribution > > ()
template<>
char	GetHMMType< HMM< gmm::GMM > > ()
template<>
char	GetHMMType< HMM< gmm::DiagonalGMM > > ()

Detailed Description

Hidden Markov Models.

Enumeration Type Documentation

HMMType

enum mlpack::hmm::HMMType : char

HMMType, to be stored on disk.

This is of type char, which is one byte. (I'm not sure what will happen on systems where one byte is not eight bits.)

Function Documentation

SaveHMM()

template<typename HMMType >

void mlpack::hmm::SaveHMM	(	HMMType &	hmm,
		const std::string &	modelFile
	)

Save an HMM to a file.

The file must also encode what type of HMM is being stored.