Table 2.
Summary for Computation Time (in Seconds) Among Bayesian Network Tools for Synthetic Networks of Random Topology Structure with 20 Nodes in Continuous and Discrete Networks
| Sample size Bayesian tool |
Network type |
|||||
|---|---|---|---|---|---|---|
| Continuous |
Discrete |
|||||
| 50 | 200 | 1000 | 50 | 200 | 1000 | |
| bAIcis | 34.27 (3.839) | 44.72 14.856 | 61.07 (30.979) | 35.4 (7.674) | 48.26 (8.208) | 319.14 (61.843) |
| bnFinder | 8326.7 (1223.209) | 30891.56 (2269.565) | 158702.03 (10325.297) | 248.1 (44.935) | 767.12 (131.194) | 3213.06 (465.16) |
| bnlearn | 0.02 (0.006) | 0.03 (0.012) | 0.06 (0.022) | 0.02 (0.006) | 0.02 (0.005) | 0.03 (0.01) |
| deal | NA | NA | NA | 4616.59 (1074.237) | 5747.56 (1511.478) | 5644.55 (1339.394) |
| pcalg | 0.02 (0.005) | 0.02 (0.008) | 0.03 (0.018) | 0.05 (0.007) | 0.11 (0.03) | 0.34 (0.169) |
| Rimbanet | 9.4 (1.845) | 9.89 (1.367) | 10.85 (1.583) | 11.29 (0.947) | 11.22 (0.776) | 12.82 (0.578) |
| sparsebn | 3.37 (0.258) | 3.33 (0.197) | 3.57 (0.551) | 3.04 (0.304) | 7.12 (0.925) | 30.88 (4.102) |
The computation time is displayed as mean (stardard deviation) across 20 replicates.