computes the density of particles in a gaussian-mixture distribution.
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function [density] = probability2(mu,S,X)
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%
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% Multivariate gaussian density
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%
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% INPUTS
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% n [integer] scalar, number of variables.
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%
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% OUTPUTS
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% nodes [double] nodes of the cubature
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% weigths [double] associated weigths
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%
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% REFERENCES
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%
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%
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% NOTES
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%
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% Copyright (C) 2009-2011 Dynare Team
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%
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% This file is part of Dynare.
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%
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% Dynare is free software: you can redistribute it and/or modify
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% it under the terms of the GNU General Public License as published by
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% the Free Software Foundation, either version 3 of the License, or
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% (at your option) any later version.
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%
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% Dynare is distributed in the hope that it will be useful,
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% but WITHOUT ANY WARRANTY; without even the implied warranty of
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% MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
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% GNU General Public License for more details.
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%
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% You should have received a copy of the GNU General Public License
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% along with Dynare. If not, see <http://www.gnu.org/licenses/>.
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dim = size(X,1) ;
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normfact = bsxfun(@power,(2*pi),(dim/2)) ;
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foo = S\(bsxfun(@minus,X,mu)) ;
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density = exp(-0.5*sum(foo.*foo)')./abs((normfact*prod(diag(S)))) + 1e-99 ;
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