Bayesian Artificial Intelligence -- Example Bayesian Networks

This page provides links to all the Bayesian networks referred to in the text, either in the examples throughout or in the problems/exercises of Bayesian AI.

Name Description/Source Text reference(s) Network
ALARM Monitoring patients in intensive care
[Beinlich et al., 1992]
p.51, p.119, p.216 Netica
Animals Norsys N/A Netica
Asia Medical diagnosis of lung disease
[Lauritzen & Spiegelhalter, 1988]
p. 43-44 and Fig 2.8 (a) Netica
Hugin
Asia (BAI version) L&S network with TBorC node removed Fig 2.8 (b), p. 45 Netica
Hugin
Cancer Medical diagnosis of lung cancer (P(Smoker})=0.3) p. 30, Fig. 2.1, 266, 268 Netica
Cancer DN Decision network version of lung cancer
(Treatment action node, single utility node)
p. 266, Fig. 10.1 Netica
Car Diagnosis For diagnosing faults causing problems starting car
Norsys Software Corp (structure only, no CPTs)
Tutorial example, Netica 1.12 Netica
D-separation example Example used for d-separation problem in BAI p. 50 Netica
Earthquake Pearl's example about earthquake or burglary setting off alarm
[Pearl, 1988; Russell & Norvig 1995]
p. 43, Fig 2.6, p. 60, p. 79-80 Netica
Earthquake (extended) Earthquake extended with additional node "PhoneRings" p. 60, Fig 3.2 Netica
Fever (DN) Decision whether to take aspirin for fever reduction p. 96, Figure 4.5
See Errata
Netica
Fever DBN Fever network represented by two-slice DDN Decision network variation of
DBN on p. 107, Figure 4.11
See
Netica
Fire Fire alarm caused by fire or tampering
[??? Hugin sample file]
??? Hugin
Football Bet (Simple) (DN) Decision whether to accept a football bet,
including only weather, result, single utility node
p. 92, Figure 4.3 Netica
Football Bet (Extended) (DN) Football Bet Simple extended with forecast node p. 95, Figure 4.4 Netica
Golf ???
[??? Hugin sample file]
??? Hugin
Medical test (DN) Decision whether to run a test before deciding on treatment p. 269, Figure 10.2 Netica
Metastatic cancer Medical diagnosis of metastatic cancer
[Cooper, 1984; Spiegelhalter 1986; Pearl 1988]
(refered to in text as
"Cancer_Neapolitan.dne"; see comment in Netica version)
p. 43, Fig. 2.7, p. 67, Fig 3.7
See Errata
Pearl version (Netica)
Neapolitan version (Netica)
Neapolitan version (Hugin)
Metastatic cancer Ad-hoc clustered version of metastatic cancer p. 68, Fig 3.8
See Errata
Netica
Missing Car Has the missing car been stolen or borrowed by daughter?
(NB: Three alternative BNs)
p. 251, Figure 9.16 (a) Netica
(b) Netica
(c) Netica
Missing Car DN Extension to Missing Car with decision as to notify police p. 256, Figure 9.17
See Errata
Netica
Real Estate Investment (DN) Two-decision example: (a) have inspection done
(b) whether to buy or not
p. 99, Figure 4.8 Netica

Last updated: Thu Nov 20 23:33:03 EST 2003