David Delgado Gomez <[EMAIL PROTECTED]> wrote in message news:<[EMAIL PROTECTED]>...
> Hello,
> 
> Can anyone tell me if there is any method to determine the number of 
> components in a mixture of Gaussians automatically in advance. are there 
> any papers written on this subject?
> Thanks
> David

David,

There are many ways to do that.
Check contents and references in this article.

M.A.T. Figueiredo and A.K. Jain,  Unsupervised learning of finite
mixture models, IEEE TPAMI, vol. 24, no. 3, 2002, pp. 381-396.
.
.
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