One chapter from my Ph.D. thesis (with Daphne Koller, 1998) touches
on BNs with continuous variables (i.e., hybrid networks).  It is
available
from:

http://robotics.Stanford.EDU/~alexvk/Public/thesis.ps

It has relevant references.

Rizwan Choudrey wrote:

> Could anyone tell me whether sigmoid belief networks can be used to
> analyse continuous data and, if so, where I can get a hold of some
> literature? I can't find any mention of continuous SigBelNets in the
> literature.
>
> Thank you in advance
> Riz
>
> Rizwan Choudrey
> Robotics Group
> Department of Engineering Science
> University of Oxford
> 01865 (2)73919

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