pmlpp/mlpp/outlier_finder/outlier_finder.cpp
2023-01-24 18:12:23 +01:00

43 lines
1.3 KiB
C++

//
// OutlierFinder.cpp
//
// Created by Marc Melikyan on 11/13/20.
//
#include "outlier_finder.h"
#include "../stat/stat.h"
#include <iostream>
namespace MLPP{
OutlierFinder::OutlierFinder(int threshold)
: threshold(threshold){
}
std::vector<std::vector<double>> OutlierFinder::modelSetTest(std::vector<std::vector<double>> inputSet){
Stat stat;
std::vector<std::vector<double>> outliers;
outliers.resize(inputSet.size());
for(int i = 0; i < inputSet.size(); i++){
for(int j = 0; j < inputSet[i].size(); j++){
double z = (inputSet[i][j] - stat.mean(inputSet[i])) / stat.standardDeviation(inputSet[i]);
if(abs(z) > threshold){
outliers[i].push_back(inputSet[i][j]);
}
}
}
return outliers;
}
std::vector<double> OutlierFinder::modelTest(std::vector<double> inputSet){
Stat stat;
std::vector<double> outliers;
for(int i = 0; i < inputSet.size(); i++){
double z = (inputSet[i] - stat.mean(inputSet)) / stat.standardDeviation(inputSet);
if(abs(z) > threshold){
outliers.push_back(inputSet[i]);
}
}
return outliers;
}
}