Plot data according th k_dist chart using KNNN
1 view (last 30 days)
Show older comments
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
0 Comments
Answers (0)
See Also
Categories
Find more on Statistics and Machine Learning Toolbox in Help Center and File Exchange
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!