Kernel.hpp File Reference

Definitions of several kernel functions, and helper routines. Also provides driver routines for kernel ridge regression. More...

#include "Metrics.hpp"
#include "HSS/HSSOptions.hpp"
#include "dense/DenseMatrix.hpp"
#include "dense/DistributedMatrix.hpp"
#include "HODLR/HODLROptions.hpp"

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Classes
class	strumpack::kernel::Kernel< scalar_t >
	Representation of a kernel matrix. More...
class	strumpack::kernel::GaussKernel< scalar_t >
	Gaussian or radial basis function kernel. More...
class	strumpack::kernel::LaplaceKernel< scalar_t >
	Laplace kernel. More...
class	strumpack::kernel::ANOVAKernel< scalar_t >
	ANOVA kernel. More...
class	strumpack::kernel::DenseKernel< scalar_t >
	Arbitrary dense matrix, with underlying geometry. More...

Namespaces
	strumpack
	strumpack::kernel

Enumerations
enum class	strumpack::kernel::KernelType { strumpack::kernel::DENSE , strumpack::kernel::GAUSS , strumpack::kernel::LAPLACE , strumpack::kernel::ANOVA }

Functions
std::string	strumpack::kernel::get_name (KernelType k)
KernelType	strumpack::kernel::kernel_type (const std::string &k)
template<typename scalar_t >
std::unique_ptr< Kernel< scalar_t > >	strumpack::kernel::create_kernel (KernelType k, DenseMatrix< scalar_t > &data, scalar_t h, scalar_t lambda, int p=1)

Detailed Description

Definitions of several kernel functions, and helper routines. Also provides driver routines for kernel ridge regression.