function tstY = svroutput(trnX,tstX,ker,beta,bias)%SVRMSE Calculate SVR Output%%  Usage: tstY = svroutput(trnX,tstX,ker,beta,bias)%%  Parameters: trnX   - Training inputs%              tstX   - Test inputs%              ker    - kernel function%              beta   - Difference of Lagrange Multipliers%              bias   - bias%              comp   - sparse components%%  Author: Steve Gunn (srg@ecs.soton.ac.uk)  if (nargin ~= 5) % check correct number of arguments    help svroutput  else    n = size(trnX,1);    m = size(tstX,1);    H = zeros(m,n);      for i=1:m      for j=1:n        H(i,j) = svkernel(ker,tstX(i,:),trnX(j,:));      end    end    tstY = (H*beta +bias);  end