shark::ModifiedKernelMatrix< InputType, CacheType > Class Template Reference

Modified Kernel Gram matrix. More...

#include <shark/LinAlg/ModifiedKernelMatrix.h>

Public Types
typedef Matrix::QpFloatType	QpFloatType

Public Member Functions
	ModifiedKernelMatrix (AbstractKernelFunction< InputType > const &kernelfunction, LabeledData< InputType, unsigned int > const &data, QpFloatType modifierEq, QpFloatType modifierNe)

QpFloatType	operator() (std::size_t i, std::size_t j) const
	return a single matrix entry More...

QpFloatType	entry (std::size_t i, std::size_t j) const
	return a single matrix entry More...

void	row (std::size_t i, std::size_t start, std::size_t end, QpFloatType *storage) const
	Computes the i-th row of the kernel matrix. More...

template<class M >
void	matrix (blas::matrix_expression< M, blas::cpu_tag > &storage) const
	Computes the kernel-matrix. More...

void	flipColumnsAndRows (std::size_t i, std::size_t j)
	swap two variables More...

std::size_t	size () const
	return the size of the quadratic matrix More...

unsigned long long	getAccessCount () const
	query the kernel access counter More...

void	resetAccessCount ()
	reset the kernel access counter More...

Protected Attributes
Matrix	m_matrix
	Kernel matrix which computes the basic entries. More...

std::vector< unsigned int >	m_labels

QpFloatType	m_modifierEq
	modifier in case the labels are equal More...

QpFloatType	m_modifierNe
	modifier in case the labels differ More...

Detailed Description

template<class InputType, class CacheType>
class shark::ModifiedKernelMatrix< InputType, CacheType >

Modified Kernel Gram matrix.

: The ModifiedKernelMatrix represents the kernel matrix multiplied element-wise with a factor depending on the labels of the training examples. This is useful for the MCMMR method (multi-class maximum margin regression).

Definition at line 60 of file ModifiedKernelMatrix.h.

Member Typedef Documentation

◆ QpFloatType

template<class InputType , class CacheType >

typedef Matrix::QpFloatType shark::ModifiedKernelMatrix< InputType, CacheType >::QpFloatType

Definition at line 65 of file ModifiedKernelMatrix.h.

Constructor & Destructor Documentation

◆ ModifiedKernelMatrix()

template<class InputType , class CacheType >

shark::ModifiedKernelMatrix< InputType, CacheType >::ModifiedKernelMatrix	(	AbstractKernelFunction< InputType > const &	kernelfunction,
		LabeledData< InputType, unsigned int > const &	data,
		QpFloatType	modifierEq,
		QpFloatType	modifierNe
	)

inline

Constructor

Parameters

kernelfunction	kernel function
data	data to evaluate the kernel function
modifierEq	multiplier for same-class labels
modifierNe	multiplier for different-class kernels

Definition at line 72 of file ModifiedKernelMatrix.h.

References shark::LabeledData< InputT, LabelT >::element(), and shark::ModifiedKernelMatrix< InputType, CacheType >::m_labels.

Member Function Documentation

◆ entry()

template<class InputType , class CacheType >

QpFloatType shark::ModifiedKernelMatrix< InputType, CacheType >::entry	(	std::size_t	i,
		std::size_t	j
	)		const

inline

return a single matrix entry

Definition at line 91 of file ModifiedKernelMatrix.h.

References shark::ModifiedKernelMatrix< InputType, CacheType >::m_labels, shark::ModifiedKernelMatrix< InputType, CacheType >::m_matrix, shark::ModifiedKernelMatrix< InputType, CacheType >::m_modifierEq, and shark::ModifiedKernelMatrix< InputType, CacheType >::m_modifierNe.

Referenced by shark::ModifiedKernelMatrix< InputType, CacheType >::operator()().

◆ flipColumnsAndRows()

template<class InputType , class CacheType >

void shark::ModifiedKernelMatrix< InputType, CacheType >::flipColumnsAndRows	(	std::size_t	i,
		std::size_t	j
	)

inline

swap two variables

Definition at line 128 of file ModifiedKernelMatrix.h.

References shark::KernelMatrix< InputType, CacheType >::flipColumnsAndRows(), shark::ModifiedKernelMatrix< InputType, CacheType >::m_labels, shark::ModifiedKernelMatrix< InputType, CacheType >::m_matrix, and shark::swap().

◆ getAccessCount()

template<class InputType , class CacheType >

unsigned long long shark::ModifiedKernelMatrix< InputType, CacheType >::getAccessCount ( ) const

inline

query the kernel access counter

Definition at line 138 of file ModifiedKernelMatrix.h.

References shark::KernelMatrix< InputType, CacheType >::getAccessCount(), and shark::ModifiedKernelMatrix< InputType, CacheType >::m_matrix.

◆ matrix()

template<class InputType , class CacheType >

template<class M >

void shark::ModifiedKernelMatrix< InputType, CacheType >::matrix ( blas::matrix_expression< M, blas::cpu_tag > & storage ) const

inline

Computes the kernel-matrix.

Definition at line 114 of file ModifiedKernelMatrix.h.

References shark::ModifiedKernelMatrix< InputType, CacheType >::m_labels, shark::ModifiedKernelMatrix< InputType, CacheType >::m_matrix, shark::ModifiedKernelMatrix< InputType, CacheType >::m_modifierEq, shark::ModifiedKernelMatrix< InputType, CacheType >::m_modifierNe, shark::KernelMatrix< InputType, CacheType >::matrix(), and shark::ModifiedKernelMatrix< InputType, CacheType >::size().

◆ operator()()

template<class InputType , class CacheType >

QpFloatType shark::ModifiedKernelMatrix< InputType, CacheType >::operator()	(	std::size_t	i,
		std::size_t	j
	)		const

inline

return a single matrix entry

Definition at line 87 of file ModifiedKernelMatrix.h.

References shark::ModifiedKernelMatrix< InputType, CacheType >::entry().

◆ resetAccessCount()

template<class InputType , class CacheType >

void shark::ModifiedKernelMatrix< InputType, CacheType >::resetAccessCount ( )

inline

reset the kernel access counter

Definition at line 142 of file ModifiedKernelMatrix.h.

References shark::ModifiedKernelMatrix< InputType, CacheType >::m_matrix, and shark::KernelMatrix< InputType, CacheType >::resetAccessCount().

◆ row()

template<class InputType , class CacheType >

void shark::ModifiedKernelMatrix< InputType, CacheType >::row	(	std::size_t	i,
		std::size_t	start,
		std::size_t	end,
		QpFloatType *	storage
	)		const

inline

Computes the i-th row of the kernel matrix.

The entries start,...,end of the i-th row are computed and stored in storage. There must be enough room for this operation preallocated.

Definition at line 102 of file ModifiedKernelMatrix.h.

References shark::ModifiedKernelMatrix< InputType, CacheType >::m_labels, shark::ModifiedKernelMatrix< InputType, CacheType >::m_matrix, shark::ModifiedKernelMatrix< InputType, CacheType >::m_modifierEq, shark::ModifiedKernelMatrix< InputType, CacheType >::m_modifierNe, and shark::KernelMatrix< InputType, CacheType >::row().

◆ size()

template<class InputType , class CacheType >

std::size_t shark::ModifiedKernelMatrix< InputType, CacheType >::size ( ) const

inline

return the size of the quadratic matrix

Definition at line 134 of file ModifiedKernelMatrix.h.

References shark::ModifiedKernelMatrix< InputType, CacheType >::m_matrix, and shark::KernelMatrix< InputType, CacheType >::size().

Referenced by shark::ModifiedKernelMatrix< InputType, CacheType >::matrix().

Member Data Documentation

◆ m_labels

template<class InputType , class CacheType >

std::vector<unsigned int> shark::ModifiedKernelMatrix< InputType, CacheType >::m_labels

protected

Definition at line 148 of file ModifiedKernelMatrix.h.

Referenced by shark::ModifiedKernelMatrix< InputType, CacheType >::entry(), shark::ModifiedKernelMatrix< InputType, CacheType >::flipColumnsAndRows(), shark::ModifiedKernelMatrix< InputType, CacheType >::matrix(), shark::ModifiedKernelMatrix< InputType, CacheType >::ModifiedKernelMatrix(), and shark::ModifiedKernelMatrix< InputType, CacheType >::row().

◆ m_matrix

template<class InputType , class CacheType >

Matrix shark::ModifiedKernelMatrix< InputType, CacheType >::m_matrix

protected

Kernel matrix which computes the basic entries.

Definition at line 147 of file ModifiedKernelMatrix.h.

Referenced by shark::ModifiedKernelMatrix< InputType, CacheType >::entry(), shark::ModifiedKernelMatrix< InputType, CacheType >::flipColumnsAndRows(), shark::ModifiedKernelMatrix< InputType, CacheType >::getAccessCount(), shark::ModifiedKernelMatrix< InputType, CacheType >::matrix(), shark::ModifiedKernelMatrix< InputType, CacheType >::resetAccessCount(), shark::ModifiedKernelMatrix< InputType, CacheType >::row(), and shark::ModifiedKernelMatrix< InputType, CacheType >::size().

◆ m_modifierEq

template<class InputType , class CacheType >

QpFloatType shark::ModifiedKernelMatrix< InputType, CacheType >::m_modifierEq

protected

modifier in case the labels are equal

Definition at line 151 of file ModifiedKernelMatrix.h.

Referenced by shark::ModifiedKernelMatrix< InputType, CacheType >::entry(), shark::ModifiedKernelMatrix< InputType, CacheType >::matrix(), and shark::ModifiedKernelMatrix< InputType, CacheType >::row().

◆ m_modifierNe

template<class InputType , class CacheType >

QpFloatType shark::ModifiedKernelMatrix< InputType, CacheType >::m_modifierNe

protected

modifier in case the labels differ

Definition at line 154 of file ModifiedKernelMatrix.h.

Referenced by shark::ModifiedKernelMatrix< InputType, CacheType >::entry(), shark::ModifiedKernelMatrix< InputType, CacheType >::matrix(), and shark::ModifiedKernelMatrix< InputType, CacheType >::row().

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

include/shark/LinAlg/ModifiedKernelMatrix.h