A hybrid approach to learn Bayesian networks using evolutionary programming
| Autor: | Man Leung Wong, Shing Yan Lee, Kwong-Sak Leung |
|---|---|
| Rok vydání: | 2003 |
| Předmět: |
Computer science
business.industry Bayesian network Genetic programming Machine learning computer.software_genre Evolutionary computation Inductive programming Evolutionary acquisition of neural topologies Evolutionary music Artificial intelligence Intelligent control business computer Evolutionary programming |
| Zdroj: | Proceedings of the 2002 Congress on Evolutionary Computation. CEC'02 (Cat. No.02TH8600). |
| DOI: | 10.1109/cec.2002.1004433 |
| Popis: | A novel hybrid framework is reported that improves upon our previous work, MDLEP, which uses evolutionary programming to solve the difficult Bayesian network learning problem. A new merge operator is also introduced that further enhances the efficiency. As experimental results suggest, our hybrid approach performs significantly better than MDLEP. |
| Databáze: | OpenAIRE |
| Externí odkaz: |
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