Functions to normalize the design matrix and rescale coefficients in case the design was normalized. More...

#include "jit_normalization.h"
#include "math.h"
#include <Eigen/SparseCore>

Include dependency graph for normalize.h:

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Namespaces
namespace	slope
	Namespace containing SLOPE regression implementation.

Functions
template<typename T >
void	slope::computeCenters (Eigen::VectorXd &x_centers, const T &x, const std::string &type)

template<typename T >
void	slope::computeScales (Eigen::VectorXd &x_scales, const T &x, const std::string &type)

template<typename Derived >
JitNormalization	slope::normalize (Eigen::Map< Derived > &x, Eigen::VectorXd &x_centers, Eigen::VectorXd &x_scales, const std::string &centering_type, const std::string &scaling_type, const bool)

JitNormalization	slope::normalize (Eigen::MatrixXd &x, Eigen::VectorXd &x_centers, Eigen::VectorXd &x_scales, const std::string &centering_type, const std::string &scaling_type, const bool modify_x)

JitNormalization	slope::normalize (Eigen::SparseMatrix< double > &x, Eigen::VectorXd &x_centers, Eigen::VectorXd &x_scales, const std::string &centering_type, const std::string &scaling_type, const bool)

std::tuple< Eigen::VectorXd, Eigen::MatrixXd >	slope::rescaleCoefficients (const Eigen::VectorXd &beta0, const Eigen::SparseMatrix< double > &beta, const Eigen::VectorXd &x_centers, const Eigen::VectorXd &x_scales, const bool intercept)
	Rescales the coefficients using the given parameters.

Detailed Description

Functions to normalize the design matrix and rescale coefficients in case the design was normalized.

Definition in file normalize.h.

Namespaces