Error with own distance function when calculating Davies Bouldin #2
Description
I wanted to use my own distance function, as below:
distfun = @(XI,XJ)(1-abs(MyCorr(XI',XJ')));
MyCorr function:
function c = MyCorr(in1,in2)
% Average reference both sets of input maps
nO = size(in1,1);
Centering = eye(nO) - 1/nO;
in1 = Centering * in1;
if nargin < 2
in2 = in1;
else
in2 = Centering * in2;
end
% Compute covariance matrix between sets of input maps
covar = in1' * in2;
var1 = diag(in1' * in1);
var2 = diag(in2' * in2);
c = covar./sqrt(var1*var2');
While it works with the silhouette coefficient function, I get following error with Davies Bouldin:
Error using internal.stats.parseArgs
Invalid parameter name: Distance.
Error in clustering.evaluation.DaviesBouldinEvaluation (line 53)
internal.stats.parseArgs(basePnames, baseDflts, varargin{:});
Error in evalclusters (line 190)
obj = clustering.evaluation.DaviesBouldinEvaluation(X,YorFun,varargin{:});
Does someone no the whats the issue?
Thanks a lot in advance!