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is_valid_gmm.m
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is_valid_gmm.m
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function out = is_valid_gmm(gmm, verb)
% y = is_valid_gmm(gmm)
%
% Returns 1 if and only if gmm is a valid GMM structure
%
% 2008-06-03 [email protected]
% Copyright (C) 2008 Ron J. Weiss
%
% This program is free software: you can redistribute it and/or modify
% it under the terms of the GNU General Public License as published by
% the Free Software Foundation, either version 3 of the License, or
% (at your option) any later version.
%
% This program is distributed in the hope that it will be useful,
% but WITHOUT ANY WARRANTY; without even the implied warranty of
% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
% GNU General Public License for more details.
%
% You should have received a copy of the GNU General Public License
% along with this program. If not, see <http://www.gnu.org/licenses/>.
if nargin < 2; verb = 0; end
out = true;
if ~isstruct(gmm)
out = false;
if verb; fprintf('is_valid_gmm: not a structure\n'); end
return
end
if ~isfield(gmm, 'nmix')
out = false;
if verb; fprintf('is_valid_gmm: missing nmix field\n'); end
return
end
if ~isfield(gmm, 'priors')
out = false;
if verb; fprintf('is_valid_gmm: missing priors field\n'); end
else
if length(gmm.priors) ~= gmm.nmix
out = false;
if verb; fprintf('is_valid_gmm: priors field is wrong length\n'); end
end
if abs(logsum(gmm.priors)) > 1e-3
out = false;
if verb; fprintf('is_valid_gmm: priors don''t sum to 1\n'); end
end
end
if ~isfield(gmm, 'means')
out = false;
if verb; fprintf('is_valid_gmm: missing means field\n'); end
else
if size(gmm.means, 2) ~= gmm.nmix
out = false;
if verb; fprintf('is_valid_gmm: means field is wrong length\n'); end
end
end
if ~isfield(gmm, 'covars')
out = false;
if verb; fprintf('is_valid_gmm: missing covars field\n'); end
else
if size(gmm.covars, 2) ~= gmm.nmix
out = false;
if verb; fprintf('is_valid_gmm: covars field is wrong length\n'); end
end
if isfield(gmm, 'means') && size(gmm.means, 1) ~= size(gmm.covars,1)
out = false;
if verb
fprintf('is_valid_gmm: means and covars have inconsistent dimensions\n');
end
end
if ~all(all(gmm.covars > 0))
out = false;
if verb; fprintf('is_valid_gmm: 0 or negative covars\n'); end
end
end