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By John Clark PhD, Derek Allan Holton

I'm engaged on this booklet by myself. there are various mistakes, even within the first bankruptcy. i am stunned, on condition that the booklet has had 5 reprintings! Is there an errata sheet on hand? How approximately a solution key? those error make the e-book tricky to paintings with and not using a instructor.

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Sc. Thesis , Department of Mathematical Statistics ) University of Copenhagen . Nilsson, D . (1997) . An efficient algorithm for finding the M most probable configurations in a probabilistic expert system . Submitted to Statistics and Computing . Shachter, R. , Andersen, S. , and Szolovits, P. (1994). Global conditioning for probabilistic Uncertainty inference in belief networks . In Proceedings of the Tenth Conference on in Arlifical Intelligence , pp 514- 522. Shachter, R . and Kenley, C. (1989) .

XTK x ) extends to cf >(x,y) = cf >(x) = exp(g+ (x y) (~) - ~(x y) (~ ~) (:) ) . Finally , toformthemessages wemust define marginalisation , which isnow anintegration . LetustakeY1andY2tobetwosets ofdistinct variables , and 4>(Yl,Y2 ) =exp(9+(Yl Y2 ) (~~) - ~(Yl Y2 ) (~~:~ ~~:~) (~~) ) sothatthehandK areinblocks . ) Thus integration has a simple algebraic structure . 2. JUNCTION TREES FOR GAUSSIAN NETWORKS Having defined the directed Gaussian model , the construction of the junc tion tree proceeds exactly as for the discrete case, as far as the structure is concerned .

Perform a collect operation to the strong root , where the messages are formed by strong marginalisation by first integrating out the redundant continuous variables , and then summing over discrete variables . 4. Perform a distribute operation , using weak marginalisation where appropriate discrete when mixtures variables might be formed on marginalising over the . The result is a representation of the joint CG-distribution including evidence , because of the invariant nature of the message passing algorithm .

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