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)) );