@article{Hruschka2007VariableOI, title={Variable Ordering in the Conditional Independence Bayesian Classifier Induction Process: An Evolutionary Approach}, author={Estevam R. Hruschka and Edimilson Batista dos Santos and Sebastian D. C. de O. Galv{\~a}o}, journal={7th International Conference on Hybrid Intelligent Systems (HIS 2007)}, year={2007}, pages={204-209} }

- Published 2007 in 7th International Conference on Hybrid…
DOI:10.1109/HIS.2007.74

This work proposes, implements and discusses a hybrid Bayes/genetic collaboration (VOGAC-MarkovPC) designed to induce conditional independence Bayesian classifiers from data. The main contribution is the use of MarkovPC algorithm in order to reduce the computational complexity of a genetic algorithm (GA) designed to explore the variable orderings (VOs) in order to optimize the induced classifiers. Experiments performed in a number of datasets revealed that VOGAC-MarkovPC required less than 25… CONTINUE READING

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