Plot data according th k_dist chart using KNNN

1 vue (au cours des 30 derniers jours)
shawin
shawin le 26 Fév 2017
Modifié(e) : shawin le 26 Fév 2017
I have used KNN to detect the kth items near a specific point according to the code bellow, But iam not sure how can i use KNN to produce k-dist chart for my dataset , it help to detect epsilon :
clc;
clear all;
%%%%%%%%%%%%%%%%%%
load fisheriris
x=meas(:,3:4);
k=5;
newpoint=[ 5 1.45]
%%%%%%%%%%%%%%%%%%
function [neighborIds neighborDistances,x_closest]= kNearestNeighbors(dataMatrix, queryMatrix, k)
neighborIds = zeros(size(queryMatrix,1),k);
neighborDistances = neighborIds;
numDataVectors = size(dataMatrix,1);
numQueryVectors = size(queryMatrix,1);
for i=1:numQueryVectors,
dist = sum((repmat(queryMatrix(i,:),numDataVectors,1)-dataMatrix).^2,2);
[sortval sortpos] = sort(dist,'ascend');
neighborIds(i,:) = sortpos(1:k);
x_closest=dataMatrix(neighborIds,:);
neighborDistances(i,:) = sqrt(sortval(1:k));
end

Réponses (0)

Catégories

En savoir plus sur Statistics and Machine Learning Toolbox dans Help Center et File Exchange

Community Treasure Hunt

Find the treasures in MATLAB Central and discover how the community can help you!

Start Hunting!

Translated by