How to write gaussian kernel function for fitcsvm?

4 Ansichten (letzte 30 Tage)
shawqi farea
shawqi farea am 23 Mär. 2020
Bearbeitet: shawqi farea am 23 Mär. 2020
I tried to write the gaussian (RBF) kernel function for Support Vector Machine functions (like fitcecoc or fitcsvm) and my code was:
function G = myGaussianFunc(U,V)
global sigma
[m p] = size(U);
[n, ~] = size(V);
UX = repelem(U,n,1);
VX = repmat(V,m,1);
T = (UX - VX).^2*ones(p,1);
G = exp(-reshape(T,m,n)/(2*sigma^2));
end
I made sigma (kernel scale) global so I can optimize it using some algorithm. Is my code accurate or do I have some mistakes in it? (By the way, I avoided the for loop and tried to vectorize the code to speed it up)

Antworten (0)

Produkte

Community Treasure Hunt

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

Start Hunting!

Translated by