I am aware of the categorical treatment and that's how I think about Bayesian nets, but would like to know something about the sheaf-theory aspect of it. Also:

I am aware of the categorical treatment and that's how I think about Bayesian nets, but would like to know something about the sheaf-theory aspect of it. Also: it puzzles me that Algebraic Geometry is mentioned in this context, how's that?