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spm_Dpdf.m
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spm_Dpdf.m
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function f = spm_Dpdf(x,a)
% Probability Density Function (PDF) of Dirichlet distribution
% FORMAT f = spm_Dpdf(x,a)
%
% x - Dirichlet variate
% a - Dirichlet parameters (a>0)
% f - PDF of Dirichlet-distribution at point x
%__________________________________________________________________________
%
% spm_Dpdf implements the Probability Density Function for Dirichlet
% distribution.
%
% Definition:
%--------------------------------------------------------------------------
% See http://en.wikipedia.org/wiki/Dirichlet_distribution
%
% Algorithm:
%--------------------------------------------------------------------------
% Direct computation using logs and MATLAB's implementation of the log of
% the gamma function (gammaln).
%__________________________________________________________________________
% Copyright (C) 2008-2011 Wellcome Trust Centre for Neuroimaging
% Will Penny
% $Id: spm_Dpdf.m 4182 2011-02-01 12:29:09Z guillaume $
%-Check enough arguments
%--------------------------------------------------------------------------
if nargin<2, error('Insufficient arguments'), end
%-Computation
%--------------------------------------------------------------------------
a = a(:);
x = x(:);
f = exp( gammaln(sum(a)) + sum((a-1).*log(x+eps)) - sum(gammaln(a)) );