Local computations with probabilities on graphical structures and their application to expert systems
Citations
15,671 citations
6,637 citations
Cites methods from "Local computations with probabiliti..."
...In [20, 24], similar general procedures are described for transforming a graphical probability model into cycle-free form....
[...]
4,566 citations
4,335 citations
Cites background from "Local computations with probabiliti..."
...) This result underlies the junction tree algorithm [69] for exact inference on arbitrary graphs:...
[...]
...Our treatment is brief; further details can be found in various sources [1, 29, 63, 57, 69]....
[...]
3,971 citations
Cites background from "Local computations with probabiliti..."
...…structure Bs is a directed acyclic graph in which nodes represent domain variables and arcs between nodes represent probabilistic dependencies (Cooper, 1989; Horvitz, Breese, & Henrion, 1988; Lauritzen & Spiegelhalter, 1988; Neapolitan, 1990; Pearl, 1986; Pearl, 1988; Shachter, 1988)....
[...]
References
23,814 citations
18,761 citations
14,565 citations
7,086 citations
4,287 citations