Genetic programming (videotape): the movie
Genetic programming (videotape): the movie
C4.5: programs for machine learning
C4.5: programs for machine learning
Scalable learning in genetic programming using automatic function definition
Advances in genetic programming
Attribute generation based on association rules
Knowledge and Information Systems
Extended Genetic Programming Using Apriori Algorithm for Rule Discovery
Proceedings of the Joint JSAI 2001 Workshop on New Frontiers in Artificial Intelligence
Rule Discovery Technique Using Genetic Programming Combined with Apriori Algorithm
DS '00 Proceedings of the Third International Conference on Discovery Science
Extended Genetic Programming Using Apriori Algorithm for Rule Discovery
Proceedings of the Joint JSAI 2001 Workshop on New Frontiers in Artificial Intelligence
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Genetic programming (GP) usually has a wide search space and can use tree structure as its chromosome expression. So, GP may search for global optimum solution. But, in general, GP's learning speed is not so fast. Apriori algorithm is one of algorithms for generation of association rules. It can be applied to large database. But, It is difficult to define its parameters without experience. We propose a rule discovery technique from a database using GP combined with association rule algorithm. It takes rules generated by the association rule algorithm as initial individual of GP. The learning speed of GP is improved by the combined algorithm. To verify the effectiveness of the proposed method, we apply it to the meningoencephalitis diagnosis activity data in a hospital. We got domain expert's comments on our results. We discuss the result of proposed method with prior ones.