Synergy effects between grafting and subdivision in Re-RX with J48graft for the diagnosis of thyroid disease

作者：

Highlights：

• Elucidate synergy effects between grafting and subdivision in Re-RX with J48graft.

• Provide the theoretical explanation underlying the excellent synergy effects.

• demonstrate how grafting and subdivision can highly extract accurate and concise rules.

• Re-RX with J48graft extracts highly accurate and concise rules from the thyroid dataset.

摘要

•Elucidate synergy effects between grafting and subdivision in Re-RX with J48graft.•Provide the theoretical explanation underlying the excellent synergy effects.•demonstrate how grafting and subdivision can highly extract accurate and concise rules.•Re-RX with J48graft extracts highly accurate and concise rules from the thyroid dataset.

论文关键词：Re-RX with J48graft,J48graft,Imbalanced dataset,Rule extraction,Multi-class,Thyroid disease,Grafting,Re-RX: Recursive-Rule Extraction

论文评审过程：Received 15 December 2016, Revised 22 April 2017, Accepted 6 June 2017, Available online 8 June 2017, Version of Record 20 June 2017.

论文官网地址：https://doi.org/10.1016/j.knosys.2017.06.011