minballdemo1.m~

this a SVM toolbox,it is very useful for someone who just learn SVM.In order to be undestood easily,

% Demo on finind minimal ball around data.

% loads data
data=load('data1');

% compute minimal ball around data (one-class SVM) in 'RBF" space
ker='rbf';
arg=0.5;
[Alpha, R, mi2 ] = minball(data.X,ker, arg);

% compute distance between point x and the center of minimal ball which is
% given by Alpha

x=[0;0];  % for example origin...
[d]=kdist(x,data.X,Alpha,ker,arg)

% plots contours with equal distance from the center of min-ball
figure; axis([-1 1 -1 1]); hold on;
pkdist(data.X,Alpha,ker,arg,struct('background',1));