num_collect::regularization Namespace Reference

Namespace of regularization algorithms. More...

Namespaces
namespace	concepts
	Namespace of C++ concepts.
namespace	impl
	Namespace of internal implementations.

Classes
class	explicit_gcv
	Class to search optimal regularization parameter using GCV. More...
class	explicit_gcv_objective_function
	Class of objective function in GCV. More...
class	explicit_l_curve
	Class to search optimal regularization parameter using l-curve. More...
class	explicit_l_curve_objective_function
	Class of objective function in L-curve. More...
class	explicit_param_searcher_base
	Base class for searching the optimal regularization parameters using explicit formulas for regularization. More...
class	explicit_regularized_solver_base
	Base class of solvers using explicit formulas for regularization. More...
class	fista
	Class for fast iterative shrinkage-thresholding algorithm (FISTA) [1] for L1-regularization of linear equations. More...
class	full_gen_tikhonov
	Class to perform generalized Tikhonov regularization on the condition that the matrix in the regularization term which have full row rank [4], [11]. More...
class	implicit_gcv
	Class to search optimal regularization parameter using GCV. More...
class	implicit_gcv_calculator
	Class to calculate the objective function of GCV. More...
class	implicit_regularized_solver_base
	Base class of solvers using implicit formulas for regularization. More...
class	iterative_regularized_solver_base
	Base class of solvers using iterative formulas for regularization. More...
class	regularized_solver_base
	Base class of solvers for regularization. More...
class	tikhonov
	Class to perform Tikhonov regularization. More...
class	tv_admm
	Class to solve linear equations with total variation (TV) regularization using the alternating direction method of multipliers (ADMM) [2]. More...

Variables
constexpr auto	fista_tag
	Tag of fista.
constexpr auto	full_gen_tikhonov_tag
	Tag of fista.
constexpr auto	implicit_gcv_tag
	Tag of implicit_gcv.
constexpr auto	tikhonov_tag
	Tag of fista.
constexpr auto	tv_admm_tag
	Tag of tv_admm.

Detailed Description

Namespace of regularization algorithms.

Variable Documentation

fista_tag

auto num_collect::regularization::fista_tag

constexpr

Initial value:

=
    logging::log_tag_view("num_collect::regularization::fista")

Tag of fista.

Definition at line 40 of file fista.h.

full_gen_tikhonov_tag

auto num_collect::regularization::full_gen_tikhonov_tag

constexpr

Initial value:

=
    logging::log_tag_view("num_collect::regularization::full_gen_tikhonov")

Tag of fista.

Definition at line 40 of file full_gen_tikhonov.h.

implicit_gcv_tag

auto num_collect::regularization::implicit_gcv_tag

constexpr

Initial value:

=
    logging::log_tag_view("num_collect::regularization::implicit_gcv")

Tag of implicit_gcv.

Definition at line 41 of file implicit_gcv.h.

tikhonov_tag

auto num_collect::regularization::tikhonov_tag

constexpr

Initial value:

=
    logging::log_tag_view("num_collect::regularization::tikhonov")

Tag of fista.

Definition at line 37 of file tikhonov.h.

tv_admm_tag

auto num_collect::regularization::tv_admm_tag

constexpr

Initial value:

=
    logging::log_tag_view("num_collect::regularization::tv_admm")

Tag of tv_admm.

Definition at line 44 of file tv_admm.h.