Medium Networks (20–50 nodes)

network

ALARM

Number of nodes: 37
Number of arcs: 46
Number of parameters: 509
Average Markov blanket size: 3.51
Average degree: 2.49
Maximum in-degree: 4

BIF (1.8kB)
DSC (1.7kB)
NET (1.3kB)
RDA (bn.fit) (2kB)
RDS (bn.fit) (1.9kB)

I. A. Beinlich, H. J. Suermondt, R. M. Chavez, and G. F. Cooper. The ALARM Monitoring System: A Case Study with Two Probabilistic Inference Techniques for Belief Networks. In Proceedings of the 2nd European Conference on Artificial Intelligence in Medicine, pages 247-256. Springer-Verlag, 1989.
network

BARLEY

Number of nodes: 48
Number of arcs: 84
Number of parameters: 114005
Average Markov blanket size: 5.25
Average degree: 3.5
Maximum in-degree: 4

BIF (369kB)
DSC (351kB)
NET (292kB)
RDA (bn.fit) (409kB)
RDS (bn.fit) (409kB)

Preliminary model for barley developed under the project: "Production of beer from Danish malting barley grown without the use of pesticides" by Kristian Kristensen , Ilse A. Rasmussen and others.
network

CHILD

Number of nodes: 20
Number of arcs: 25
Number of parameters: 230
Average Markov blanket size: 3.00
Average degree: 1.25
Maximum in-degree: 2

BIF (1.4kB)
DSC (1.3kB)
NET (1.1kB)
RDA (bn.fit) (1.7kB)
RDS (bn.fit) (1.7kB)

D. J. Spiegelhalter, R. G. Coewll (1992). Learning in probabilistic expert systems. In Bayesian Statistics 4 (J. M. Bernardo, J. 0. Berger, A. P. Dawid and A. F. M. Smith, eds.) 447-466. Clarendon Press, Oxford.
network

INSURANCE

Number of nodes: 27
Number of arcs: 52
Number of parameters: 984
Average Markov blanket size: 5.19
Average degree: 3.85
Maximum in-degree: 3

BIF (3.7kB)
DSC (3.1kB)
NET (2.4kB)
RDA (bn.fit) (3.5kB)
RDS (bn.fit) (3.5kB)

J. Binder, D. Koller, S. Russell, and K. Kanazawa. Adaptive Probabilistic Networks with Hidden Variables. Machine Learning, 29(2-3):213-244, 1997.
network

MILDEW

Number of nodes: 35
Number of arcs: 46
Number of parameters: 540150
Average Markov blanket size: 4.57
Average degree: 2.63
Maximum in-degree: 3

BIF (191kB)
DSC (187kB)
NET (164kB)
RDA (bn.fit) (234kB)
RDS (bn.fit) (234kB)

network

WATER

Number of nodes: 32
Number of arcs: 66
Number of parameters: 10083
Average Markov blanket size: 7.69
Average degree: 4.12
Maximum in-degree: 5

BIF (25kB)
DSC (23kB)
NET (6kB)
RDA (bn.fit) (18kB)
RDS (bn.fit) (18kB)

F. V. Jensen, U. Kjærulff, K. G. Olesen and J. Pedersen. Et Forprojekt Til et Ekspertsystem for Drift af Spildevandsrensning (An Expert System for Control of Waste Water Treatment - A Pilot Project). Technical Report, Judex Datasystemer A/S, Aalborg, 1989. In Danish.