pmlpp/mlpp/regularization/reg.h

32 lines
1.2 KiB
C++

//
// Reg.hpp
//
// Created by Marc Melikyan on 1/16/21.
//
#ifndef Reg_hpp
#define Reg_hpp
#include <vector>
namespace MLPP{
class Reg{
public:
double regTerm(std::vector<double> weights, double lambda, double alpha, std::string reg);
double regTerm(std::vector<std::vector<double>> weights, double lambda, double alpha, std::string reg);
std::vector<double> regWeights(std::vector<double> weights, double lambda, double alpha, std::string reg);
std::vector<std::vector<double>> regWeights(std::vector<std::vector<double>> weights, double lambda, double alpha, std::string reg);
std::vector<double> regDerivTerm(std::vector<double> weights, double lambda, double alpha, std::string reg);
std::vector<std::vector<double>> regDerivTerm(std::vector<std::vector<double>>, double lambda, double alpha, std::string reg);
private:
double regDerivTerm(std::vector<double> weights, double lambda, double alpha, std::string reg, int j);
double regDerivTerm(std::vector<std::vector<double>> weights, double lambda, double alpha, std::string reg, int i, int j);
};
}
#endif /* Reg_hpp */