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function modes = gtmlmode(net, data)
%GTMLMODE Mode responsibility for data in a GTM.
%
% Description
% MODES = GTMLMODE(NET, DATA) takes a GTM structure NET, and computes
% the modes of the responsibility distributions for each data point in
% DATA. These will always lie at one of the latent space sample points
% NET.X.
%
% See also
% GTM, GTMPOST, GTMLMEAN
%
% Copyright (c) Ian T Nabney (1996-2001)
% Check for consistency
errstring = consist(net, 'gtm', data);
if ~isempty(errstring)
error(errstring);
end
R = gtmpost(net, data);
% Mode is maximum responsibility
[max_resp, max_index] = max(R, [], 2);
modes = net.X(max_index, :);
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