Benchmark Belief Nets
These datasets were collected from the repository at: http://www.cs.huji.ac.il/labs/compbio/Repository/
These are all the BIF format ones from that
site except for two: the Barley which requires specific premission for
scientific use and the Diabetes one which I downloaded an incomplete
version of.
The best source I could find for the BIF format is at http://www-2.cs.cmu.edu/~fgcozman/Research/InterchangeFormat/Old/xmlbif02.html.
But the authors of the format seem to have moved on to some XML based
thing so I'm keeping a local copy with UWML. I
have extended the format in sevaral ways so as to parse the datasets
from this repository.
- Allow a string to begin with and contain _, -, %, or 0-9
- Allow variable values to be numbers
- Allow 0 and 1 to be probabilities (format required 0.0 and 1.0)
Some of these supposed BIF files do not comply with this version of
the BIF format. UWML also doesn't deal with noisy functions, default
values, or properties.
Belief Net Stats for alarm.bif:
- Num Nodes: 37
- Max Values: 4
- Max Parents: 4
- Max CPT Entries: 108
Belief Net Stats for insurance.bif:
- Num Nodes: 27
- Max Values: 5
- Max Parents: 3
- Max CPT Entries: 200
Belief Net Stats for Munin1.bif:
- Num Nodes: 189
- Max Values: 21
- Max Parents: 3
- Max CPT Entries: 600
Belief Net Stats for Munin2.bif:
- Num Nodes: 1003
- Max Values: 21
- Max Parents: 3
- Max CPT Entries: 600
Belief Net Stats for Munin3.bif:
- Num Nodes: 1044
- Max Values: 21
- Max Parents: 3
- Max CPT Entries: 600
Belief Net Stats for Munin4.bif:
- Num Nodes: 1041
- Max Values: 21
- Max Parents: 3
- Max CPT Entries: 600
Belief Net Stats for Water.bif:
- Num Nodes: 32
- Max Values: 4
- Max Parents: 5
- Max CPT Entries: 3072
Belief Net Stats for Link.bif:
- Num Nodes: 724
- Max Values: 4
- Max Parents: 3
- Max CPT Entries: 128
Belief Net Stats for Mildew.bif:
- Num Nodes: 35
- Max Values: 100
- Max Parents: 3
- Max CPT Entries: 280000
Belief Net Stats for hailfinder.bif:
- Num Nodes: 56
- Max Values: 11
- Max Parents: 4
- Max CPT Entries: 1188
Belief Net Stats for Pigs.bif:
- Num Nodes: 441
- Max Values: 3
- Max Parents: 2
- Max CPT Entries: 27
The following files can not be parsed by the current version of the
BIF parser in UWML.
- carpo.bif
- Contains noisy functions