RCMDE-GMD: Predicting Gene Ontology Terms Using Differential Evolution

摘要：

　　In this paper,we present a method called RCMDEGMD(Rule Construction Method Using Differential Evolution Global Multi-Directed Acyclic Graph).The main objective of RCMDE-GMD is to build multi-label global hierarchical classifiers with the hierarchy of classes represented by a DAG.Here,we compare RCMDE-GMD with HLCS-Multi(Hierarchical Learning Classifier System),a method based on Learning Classifier Systems,and with Clus-HMC(Hierarchical Multi-Label Classification),a method based on the induction of decision trees.In the experiments,RCMDE-GMD outperformed HLCS-Multi using one measure from all the datasets and outperformed Clus-HMC in some conditions.

关键词： classifiers multi-label hierarchical classes

作者: Rafael Abud Menezes Júlio Cesar Nievola

作者单位: Programa de Pós Gradu(a)o em Informática Pontifícia Universidade Católica do Paraná Curitiba- PR- Brazil

会议类型: 国际会议

会议名称: The 2014 10th International Conference on Natural Computation (ICNC 2014) and the 2014 11th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD 2014)(第十届自然计算和第十一届模糊系统与知识发现国际会议)

会议地点: 厦门

会议语种:英文

页码: 527-533

在线出版日期: 2014-08-19（万方平台首次上网日期，不代表论文的发表时间）