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CN2-R: Faster CN2 with randomly generated complexes

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Abstract

Among the rule induction algorithms, the classic CN2 is still one of the most popular ones; a great amount of enhancements and improvements to it is to witness this. Despite the growing computing capacities since the algorithm was proposed, one of the main issues is resource demand. The proposed modification, CN2-R, substitutes the star concept of the original algorithm with a technique of randomly generated complexes in order to substantially improve on running times without significant loss in accuracy.

Original languageEnglish
Title of host publication2011 16th International Conference on Methods and Models in Automation and Robotics, MMAR 2011
Pages306-309
Number of pages4
DOIs
Publication statusPublished - 2011
Event2011 16th International Conference on Methods and Models in Automation and Robotics, MMAR 2011 - Miedzyzdroje, Poland
Duration: 22 Aug 201125 Aug 2011

Publication series

Name2011 16th International Conference on Methods and Models in Automation and Robotics, MMAR 2011

Conference

Conference2011 16th International Conference on Methods and Models in Automation and Robotics, MMAR 2011
Country/TerritoryPoland
CityMiedzyzdroje
Period22/08/1125/08/11

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