Binary tree optimization using genetic algorithm for multiclass support vector machine

作者:

Highlights:

• A novel method is proposed to design an optimal binary tree using genetic algorithm.

• Our method is the first one for the global optimization of a binary tree.

• The results demonstrated that the classification accuracy of our method was improved.

摘要

•A novel method is proposed to design an optimal binary tree using genetic algorithm.•Our method is the first one for the global optimization of a binary tree.•The results demonstrated that the classification accuracy of our method was improved.

论文关键词:Multiclass support vector machine,Binary tree architecture,Genetic algorithm,Partially mapped crossover

论文评审过程:Available online 16 January 2015.

论文官网地址:https://doi.org/10.1016/j.eswa.2015.01.022