Improving the performance of inductive learning classifiers through the presentation order of the training patterns

作者：

Highlights：

• Presentation order of the training patterns affects inductive learning classifiers.

• An intelligent presentation order method is proposed.

• Random presentation order generates a variation in the classification of about 7%.

• The proposed method obtained on average better classifications than random orders.

摘要

•Presentation order of the training patterns affects inductive learning classifiers.•An intelligent presentation order method is proposed.•Random presentation order generates a variation in the classification of about 7%.•The proposed method obtained on average better classifications than random orders.

论文关键词：Inductive learning,Rules family,Clustering,Classification

论文评审过程：Received 28 February 2015, Revised 1 April 2016, Accepted 2 April 2016, Available online 5 April 2016, Version of Record 9 April 2016.

论文官网地址：https://doi.org/10.1016/j.eswa.2016.04.003