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Added UniLinRegOld.
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@ -56,6 +56,7 @@ sources = [
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"mlpp/hidden_layer/hidden_layer_old.cpp",
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"mlpp/mlp/mlp_old.cpp",
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"mlpp/pca/pca_old.cpp",
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"mlpp/uni_lin_reg/uni_lin_reg_old.cpp",
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"test/mlpp_tests.cpp",
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]
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@ -5,8 +5,10 @@
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//
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#include "uni_lin_reg.h"
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#include "../lin_alg/lin_alg.h"
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#include "../stat/stat.h"
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#include <iostream>
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// General Multivariate Linear Regression Model
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@ -15,10 +17,9 @@
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// Univariate Linear Regression Model
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// ŷ = b0 + b1x1
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MLPPUniLinReg::MLPPUniLinReg(std::vector<real_t> x, std::vector<real_t> y) :
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inputSet(x), outputSet(y) {
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MLPPStat estimator;
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MLPPStat estimator;
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b1 = estimator.b1Estimation(inputSet, outputSet);
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b0 = estimator.b0Estimation(inputSet, outputSet);
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}
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@ -31,4 +32,3 @@ std::vector<real_t> MLPPUniLinReg::modelSetTest(std::vector<real_t> x) {
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real_t MLPPUniLinReg::modelTest(real_t input) {
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return b0 + b1 * input;
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}
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@ -12,7 +12,6 @@
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#include <vector>
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class MLPPUniLinReg {
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public:
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MLPPUniLinReg(std::vector<real_t> x, std::vector<real_t> y);
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@ -27,5 +26,4 @@ private:
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real_t b1;
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};
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#endif /* UniLinReg_hpp */
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34
mlpp/uni_lin_reg/uni_lin_reg_old.cpp
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34
mlpp/uni_lin_reg/uni_lin_reg_old.cpp
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@ -0,0 +1,34 @@
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//
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// UniLinReg.cpp
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//
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// Created by Marc Melikyan on 9/29/20.
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//
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#include "uni_lin_reg_old.h"
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#include "../lin_alg/lin_alg.h"
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#include "../stat/stat.h"
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#include <iostream>
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// General Multivariate Linear Regression Model
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// ŷ = b0 + b1x1 + b2x2 + ... + bkxk
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// Univariate Linear Regression Model
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// ŷ = b0 + b1x1
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MLPPUniLinRegOld::MLPPUniLinRegOld(std::vector<real_t> x, std::vector<real_t> y) :
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inputSet(x), outputSet(y) {
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MLPPStat estimator;
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b1 = estimator.b1Estimation(inputSet, outputSet);
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b0 = estimator.b0Estimation(inputSet, outputSet);
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}
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std::vector<real_t> MLPPUniLinRegOld::modelSetTest(std::vector<real_t> x) {
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MLPPLinAlg alg;
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return alg.scalarAdd(b0, alg.scalarMultiply(b1, x));
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}
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real_t MLPPUniLinRegOld::modelTest(real_t input) {
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return b0 + b1 * input;
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}
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29
mlpp/uni_lin_reg/uni_lin_reg_old.h
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29
mlpp/uni_lin_reg/uni_lin_reg_old.h
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@ -0,0 +1,29 @@
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#ifndef MLPP_UNI_LIN_REG_OLD_H
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#define MLPP_UNI_LIN_REG_OLD_H
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//
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// UniLinReg.hpp
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//
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// Created by Marc Melikyan on 9/29/20.
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//
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#include "core/math/math_defs.h"
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#include <vector>
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class MLPPUniLinRegOld {
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public:
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MLPPUniLinRegOld(std::vector<real_t> x, std::vector<real_t> y);
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std::vector<real_t> modelSetTest(std::vector<real_t> x);
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real_t modelTest(real_t x);
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private:
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std::vector<real_t> inputSet;
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std::vector<real_t> outputSet;
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real_t b0;
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real_t b1;
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};
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#endif /* UniLinReg_hpp */
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