Small Networks (<20 nodes)
ASIA (sometimes called LUNG CANCER)
Number of nodes: 8Number of arcs: 8
Number of parameters: 18
Average Markov blanket size: 2.5
Average degree: 2
Maximum in-degree: 2
BIF (310B)
DSC (322B)
NET (276B)
RDA (bn.fit) (551B)
RDS (bn.fit) (538B)
S. Lauritzen, D. Spiegelhalter. Local Computation with Probabilities on Graphical Structures and their Application to Expert Systems (with discussion). Journal of the Royal Statistical Society: Series B (Statistical Methodology), 50(2):157-224, 1988.
CANCER
Number of nodes: 5Number of arcs: 4
Number of parameters: 10
Average Markov blanket size: 2
Average degree: 1.6
Maximum in-degree: 2
BIF (288B)
DSC (294B)
NET (256B)
RDA (bn.fit) (520B)
RDS (bn.fit) (508B)
K. B. Korb, A. E. Nicholson. Bayesian Artificial Intelligence, 2nd edition, Section 2.2.2. CRC Press, 2010.
EARTHQUAKE
Number of nodes: 5Number of arcs: 4
Number of parameters: 10
Average Markov blanket size: 2
Average degree: 1.6
Maximum in-degree: 2
BIF (271B)
DSC (282B)
NET (243B)
RDA (bn.fit) (482B)
RDS (bn.fit) (470B)
K. B. Korb, A. E. Nicholson. Bayesian Artificial Intelligence, 2nd edition, Section 2.5.1. CRC Press, 2010.
SACHS
Number of nodes: 11Number of arcs: 17
Number of parameters: 178
Average Markov blanket size: 3.09
Average degree: 3.09
Maximum in-degree: 3
BIF (1.9kB)
DSC (1.9kB)
NET (1.7kB)
RDA (bn.fit) (2.4kB)
RDS (bn.fit) (2.4kB)
K. Sachs, O. Perez, D. Pe'er, D. A. Lauffenburger and G. P. Nolan. Causal Protein-Signaling Networks Derived from Multiparameter Single-Cell Data. Science, 308:523-529, 2005.
SURVEY
Number of nodes: 6Number of arcs: 6
Number of parameters: 21
Average Markov blanket size: 2.67
Average degree: 2
Maximum in-degree: 2
BIF (368B)
DSC (360B)
NET (306B)
RDA (bn.fit) (617B)
RDS (bn.fit) (606B)
M. Scutari and J.-B. Denis. Bayesian Networks: with Examples in R. Chapman & Hall, 2nd edition, 2021.
Last updated on
Tue Nov 29 13:13:21 2022
with bnlearn
4.9-20221107
and R version 4.2.2 Patched (2022-11-10 r83330)
.