Research Article
A Mobile Bayesian Network Structure Learning Method Using Genetic Incremental K2 Algorithm and Random Attribute Order Technology
Table 1
Result of learning ALARM by learn_struct_K2 and GIK2.
| Sample size | K2 | GAK2 | GIK2 |
| ā | Time (s) | SHD | Time (s) | SHD | Time (s) | SHD | 4000 | 7.928 | 2 | 5.675 | 2 | 0.861 | 2 | 5000 | 8.348 | 2 | 6.253 | 2 | 0.831 | 2 | 10000 | 11.047 | 2 | 8.754 | 2 | 1.110 | 2 | 15000 | 12.740 | 2 | 10.546 | 2 | 1.348 | 2 | 20000 | 15.456 | 1 | 11.328 | 1 | 1.547 | 1 | 50000 | 29.877 | 1 | 18.429 | 1 | 3.128 | 0 | 100000 | 55.659 | 0 | 37.839 | 0 | 5.987 | 0 |
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