pmlpp/mlpp/multinomial_nb/multinomial_nb_old.h

41 lines
828 B
C++

#ifndef MLPP_MULTINOMIAL_NB_OLD_H
#define MLPP_MULTINOMIAL_NB_OLD_H
//
// MultinomialNB.hpp
//
// Created by Marc Melikyan on 1/17/21.
//
#include "core/math/math_defs.h"
#include <map>
#include <vector>
class MLPPMultinomialNBOld {
public:
MLPPMultinomialNBOld(std::vector<std::vector<real_t>> inputSet, std::vector<real_t> outputSet, int class_num);
std::vector<real_t> modelSetTest(std::vector<std::vector<real_t>> X);
real_t modelTest(std::vector<real_t> x);
real_t score();
private:
void computeTheta();
void Evaluate();
// Model Params
std::vector<real_t> priors;
std::vector<std::map<real_t, int>> theta;
std::vector<real_t> vocab;
int class_num;
// Datasets
std::vector<std::vector<real_t>> inputSet;
std::vector<real_t> outputSet;
std::vector<real_t> y_hat;
};
#endif /* MultinomialNB_hpp */