mlpack Namespace Reference

Linear algebra utility functions, generally performed on matrices or vectors. More...

Namespaces
	adaboost
	amf
	Alternating Matrix Factorization.
	ann
	Artificial Neural Network.
	bound
	cf
	Collaborative filtering.
	data
	Functions to load and save matrices and models.
	dbscan
	decision_stump
	det
	Density Estimation Trees.
	distribution
	Probability distributions.
	emst
	Euclidean Minimum Spanning Trees.
	fastmks
	Fast max-kernel search.
	gmm
	Gaussian Mixture Models.
	hmm
	Hidden Markov Models.
	kernel
	Kernel functions.
	kmeans
	K-Means clustering.
	kpca
	lcc
	math
	Miscellaneous math routines.
	matrix_completion
	meanshift
	Mean shift clustering.
	metric
	mvu
	naive_bayes
	The Naive Bayes Classifier.
	nca
	Neighborhood Components Analysis.
	neighbor
	Neighbor-search routines.
	nn
	optimization
	pca
	perceptron
	radical
	range
	Range-search routines.
	regression
	Regression methods.
	sparse_coding
	svd
	tree
	Trees and tree-building procedures.
	util

Classes
class	Backtrace
	Provides a backtrace. More...
class	CLI
	Parses the command line for parameters and holds user-specified parameters. More...
class	Log
	Provides a convenient way to give formatted output. More...
class	Timer
	The timer class provides a way for mlpack methods to be timed. More...
class	Timers

Functions
void	CheckMatrices (const arma::mat &x, const arma::mat &xmlX, const arma::mat &textX, const arma::mat &binaryX)
void	CheckMatrices (const arma::Mat< size_t > &x, const arma::Mat< size_t > &xmlX, const arma::Mat< size_t > &textX, const arma::Mat< size_t > &binaryX)
template<typename T , typename IArchiveType , typename OArchiveType >
void	SerializeObject (T &t, T &newT)
template<typename T >
void	SerializeObjectAll (T &t, T &xmlT, T &textT, T &binaryT)
template<typename T , typename IArchiveType , typename OArchiveType >
void	SerializePointerObject (T *t, T *&newT)
template<typename T >
void	SerializePointerObjectAll (T *t, T *&xmlT, T *&textT, T *&binaryT)
template<typename CubeType >
void	TestAllArmadilloSerialization (arma::Cube< CubeType > &x)
template<typename MatType >
void	TestAllArmadilloSerialization (MatType &x)
template<typename CubeType , typename IArchiveType , typename OArchiveType >
void	TestArmadilloSerialization (arma::Cube< CubeType > &x)
template<typename MatType , typename IArchiveType , typename OArchiveType >
void	TestArmadilloSerialization (MatType &x)

Detailed Description

Linear algebra utility functions, generally performed on matrices or vectors.

This class is used to update the weightVectors matrix according to the simple update rule as discussed by Rosenblatt:

if a vector x has been incorrectly classified by a weight w, then w = w - x and w'= w'+ x

where w' is the weight vector which correctly classifies x.

Function Documentation

void mlpack::CheckMatrices	(	const arma::mat &	x,
		const arma::mat &	xmlX,
		const arma::mat &	textX,
		const arma::mat &	binaryX
	)

Referenced by SerializePointerObjectAll().

void mlpack::CheckMatrices	(	const arma::Mat< size_t > &	x,
		const arma::Mat< size_t > &	xmlX,
		const arma::Mat< size_t > &	textX,
		const arma::Mat< size_t > &	binaryX
	)

template<typename T , typename IArchiveType , typename OArchiveType >

void mlpack::SerializeObject	(	T &	t,
		T &	newT
	)

Definition at line 172 of file serialization.hpp.

References mlpack::data::binary, and mlpack::data::CreateNVP().

Referenced by SerializeObjectAll().

template<typename T >

void mlpack::SerializeObjectAll	(	T &	t,
		T &	xmlT,
		T &	textT,
		T &	binaryT
	)

Definition at line 208 of file serialization.hpp.

References SerializeObject().

template<typename T , typename IArchiveType , typename OArchiveType >

void mlpack::SerializePointerObject	(	T *	t,
		T *&	newT
	)

Definition at line 220 of file serialization.hpp.

References mlpack::data::binary, and mlpack::data::CreateNVP().

Referenced by SerializePointerObjectAll().

template<typename T >

void mlpack::SerializePointerObjectAll	(	T *	t,
		T *&	xmlT,
		T *&	textT,
		T *&	binaryT
	)

Definition at line 255 of file serialization.hpp.

References CheckMatrices(), and SerializePointerObject().

template<typename CubeType >

void mlpack::TestAllArmadilloSerialization

(

arma::Cube< CubeType > &

x

)

Definition at line 93 of file serialization.hpp.

References TestArmadilloSerialization().

template<typename MatType >

void mlpack::TestAllArmadilloSerialization

(

MatType &

x

)

Definition at line 159 of file serialization.hpp.

References TestArmadilloSerialization().

template<typename CubeType , typename IArchiveType , typename OArchiveType >

void mlpack::TestArmadilloSerialization

(

arma::Cube< CubeType > &

x

)

Definition at line 33 of file serialization.hpp.

References mlpack::data::binary.

Referenced by TestAllArmadilloSerialization().

template<typename MatType , typename IArchiveType , typename OArchiveType >

void mlpack::TestArmadilloSerialization

(

MatType &

x

)

Definition at line 107 of file serialization.hpp.

References mlpack::data::binary.