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- function [EC] = spm_ECdensity(STAT,t,df)
- % Returns the Euler characteristic (EC) density
- % FORMAT function [EC] = spm_ECdensity(STAT,t,df)
- %__________________________________________________________________________
- %
- % Reference : Worsley KJ et al (1996), Hum Brain Mapp. 4:58-73
- %__________________________________________________________________________
- % Copyright (C) 1999-2013 Wellcome Trust Centre for Neuroimaging
- % Karl Friston
- % $Id: spm_ECdensity.m 5544 2013-06-12 11:01:49Z guillaume $
- % EC densities
- %--------------------------------------------------------------------------
- t = t(:)';
- if STAT == 'Z'
- % Gaussian Field
- %----------------------------------------------------------------------
- a = 4*log(2);
- b = exp(-t.^2/2);
- EC(1,:) = 1 - spm_Ncdf(t);
- EC(2,:) = a^(1/2)/(2*pi)*b;
- EC(3,:) = a/((2*pi)^(3/2))*b.*t;
- EC(4,:) = a^(3/2)/((2*pi)^2)*b.*(t.^2 - 1);
- elseif STAT == 'T'
- % T - Field
- %----------------------------------------------------------------------
- v = df(2);
- a = 4*log(2);
- b = exp(gammaln((v+1)/2) - gammaln(v/2));
- c = (1+t.^2/v).^((1-v)/2);
- EC(1,:) = 1 - spm_Tcdf(t,v);
- EC(2,:) = a^(1/2)/(2*pi)*c;
- EC(3,:) = a/((2*pi)^(3/2))*c.*t/((v/2)^(1/2))*b;
- EC(4,:) = a^(3/2)/((2*pi)^2)*c.*((v-1)*(t.^2)/v - 1);
- elseif STAT == 'X'
- % X - Field
- %----------------------------------------------------------------------
- v = df(2);
- a = (4*log(2))/(2*pi);
- b = t.^(1/2*(v - 1)).*exp(-t/2-gammaln(v/2))/2^((v-2)/2);
- EC(1,:) = 1 - spm_Xcdf(t,v);
- EC(2,:) = a^(1/2)*b;
- EC(3,:) = a*b.*(t-(v-1));
- EC(4,:) = a^(3/2)*b.*(t.^2-(2*v-1)*t+(v-1)*(v-2));
- elseif STAT == 'F'
- % F Field
- %----------------------------------------------------------------------
- k = df(1);
- v = df(2);
- a = (4*log(2))/(2*pi);
- b = gammaln(v/2) + gammaln(k/2);
- EC(1,:) = 1 - spm_Fcdf(t,df);
- EC(2,:) = a^(1/2)*exp(gammaln((v+k-1)/2)-b)*2^(1/2)...
- *(k*t/v).^(1/2*(k-1)).*(1+k*t/v).^(-1/2*(v+k-2));
- EC(3,:) = a*exp(gammaln((v+k-2)/2)-b)*(k*t/v).^(1/2*(k-2))...
- .*(1+k*t/v).^(-1/2*(v+k-2)).*((v-1)*k*t/v-(k-1));
- EC(4,:) = a^(3/2)*exp(gammaln((v+k-3)/2)-b)...
- *2^(-1/2)*(k*t/v).^(1/2*(k-3)).*(1+k*t/v).^(-1/2*(v+k-2))...
- .*((v-1)*(v-2)*(k*t/v).^2-(2*v*k-v-k-1)*(k*t/v)+(k-1)*(k-2));
- end
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