why mvnpdf returns complex values?
1 view (last 30 days)
Show older comments
Hi, can anybody tell me why sometimes (i.e. with some Variance Matrices) the mvnpdf returns complex values? As far as I know the multivariate normal density is a function from R^d to R...
Thanks
0 Comments
Accepted Answer
Torsten
on 14 Jan 2015
% FUNCTION Y = MVNPDF(X, [MU], [SIGMA])
%
% X & MU: vectors of same size
% sigma: square matrix
%
% default MU = zeros(size(X))
% SIGMA = diag(ones(size(X)));
function y = mvnpdf(x,mu,sigma)
if nargin < 2
mu = zeros(size(x));
end
if nargin < 3
sigma = diag(ones(size(x)));
end
x = x(:); % Column vector
mu = mu(:); % Column vector
% Check dimensions
n = length(x);
if size(mu,1) ~= n | size(mu,2) ~= 1 | size(sigma,1) ~= n | ...
size(sigma,2) ~= n
error('Parameter dimensions must agree');
end
a = (2*pi)^-(n/2) * det(sigma)^-.5;
b = exp(-.5 * (x-mu).' * inv(sigma) * (x-mu));
y = a * b;
Just check by your own which Expression (a or b) becomes complex in your application.
Best wishes
Torsten.
1 Comment
Torsten
on 14 Jan 2015
Are you sure the covariance matrices you supply are all positive definite ?
Otherwise, the factor "a" may become complex.
Best wishes
Torsten.
More Answers (1)
See Also
Categories
Find more on Arduino Hardware 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!