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42 lines
835 B
C
42 lines
835 B
C
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#ifndef MLPP_BERNOULLI_NB_OLD_H
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#define MLPP_BERNOULLI_NB_OLD_H
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//
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// BernoulliNB.hpp
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//
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// Created by Marc Melikyan on 1/17/21.
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//
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#include "core/math/math_defs.h"
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#include <map>
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#include <vector>
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class MLPPBernoulliNBOld {
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public:
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MLPPBernoulliNBOld(std::vector<std::vector<real_t>> inputSet, std::vector<real_t> outputSet);
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std::vector<real_t> modelSetTest(std::vector<std::vector<real_t>> X);
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real_t modelTest(std::vector<real_t> x);
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real_t score();
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private:
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void computeVocab();
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void computeTheta();
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void Evaluate();
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// Model Params
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real_t prior_1 = 0;
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real_t prior_0 = 0;
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std::vector<std::map<real_t, int>> theta;
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std::vector<real_t> vocab;
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int class_num;
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// Datasets
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std::vector<std::vector<real_t>> inputSet;
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std::vector<real_t> outputSet;
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std::vector<real_t> y_hat;
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};
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#endif /* BernoulliNB_hpp */
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