ITE / code / shared / embedded / ITL / centcorren.m

% The following function computes the parametric centered correntropy between two vectors X and Y using Gaussian kernel.
%
% Input:   Both X and Y should be COLUMN vectors of SAME length (nx1).
%				'kSize' is a scalar for the kernel size.
%				'param' is a 2x1 vector containing the parameter coeffues 'a' and 'b' in ORDER.
%
% Output: 'corren' contains the parametric correntropy coefficient
%
% Default:  param = [a,b] = [1,0] and kSize = 1.
%
% Comments: The code uses Incomplete Cholesky Decomposition.
%
% Author: Sohan Seth (sohan@cnel.ufl.edu)	Date: 11.03.2008

function corren = centcorren(X,Y,kSize,param)

if nargin == 2
	kSize = 1;
	param = [1,0];
end

if nargin == 3
	param = [1,0];
end

n = size(X,1);
a = param(1); b = param(2);
twokSizeSquare = 2*kSize^2;

X = a*X+b;

G =  incompleteCholeskyMulti([X;Y],kSize);
OZ = [ones(n,1);zeros(n,1)]/n;
ZO = [zeros(n,1);ones(n,1)]/n;
corren = (1/n)*sum(exp(-(X - Y).^2/twokSizeSquare)) - (ZO'*G)*(G'*OZ);

% ~ Done
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