Integrating multivariate Gaussian pdf in 3 dimensions and above
3 views (last 30 days)
Show older comments
I have been trying to integrate a multivariate Gaussian pdf in 3,4 and 6 dimensions for a certain problem. The full solution of the problem would involve integrating functions of the normal pdf so that merely computing the CDF wont do. The integration limits are constants. For 3 dimensions, I tried the following code.
mu1=zeros(3,1);
cov1=eye(3)
fun=@(x,y,z)mvnpdf([x,y,z],mu1',cov1)
integral3(@(x,y,z)fun(x,y,z),-1,1,-2,1,-1,1)
Error using mvnpdf (line 67)
X and MU must have the same number of columns.
And for 4D I used the answer provided at this link(<http://www.mathworks.com/matlabcentral/answers/77571-how-to-perform-4d-integral-in-matlab>) and got the following error message.
cov2=eye(4);
>> mu2=zeros(4,1);
>> Q = integral(@(x)integral3(@(y,z,w)mvnpdf([x,y,z,w],mu2',cov2),-2,3,-1,1,-3,1),-2,1,'ArrayValued',true);
Error using horzcat
Dimensions of matrices being concatenated are not consistent.
Error in @(y,z,w)mvnpdf([x,y,z,w],mu2',cov2)
I tried a similar nested approach using integral3 for 6D integral. But it gave an error too.
1 Comment
ASKH
on 22 Oct 2019
Hi,
I am struggling with a similar problem. I only have a two-dimensional pdf, but still, I get the error message
par.mu = [ 0 0];
par.sigma = [ 1, 0.2;
0.2, 1];
fun = @(lnla,lnlb) lnla .* mvnpdf([lnla lnlb],par.mu,par.sigma);
lnLm(1,1) = integral2(fun,-inf,inf,-inf,1);
Error using mvnpdf (line 67)
X and MU must have the same number of columns.
It seems like Matlab interprets my multi-dimensional function fun as a one-dimensional object, so that it does not accept par.mu and par.sigma to be 1-by-2 and 2-by-2 respectively.
Does anyone have any advice on how to proceed to be able to integrate?
>> [n,d] = size(fun);
>> n
n =
1
>> d
d =
1
Answers (0)
See Also
Categories
Find more on Logical in Help Center and File Exchange
Products
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!