Translated Titles

Constructive Methods for Neural Network Ensembles Based on Two Selective Methods Matching


施彦(Yan Shi);黄聪明(Cong-Ming Huang);侯朝桢(Chao-Zhen Hou)

Key Words

二次选择匹配 ; 神经网络集成 ; 二次集成 ; two selective methods matching ; neural network ensembles ; two-level ensembles



Volume or Term/Year and Month of Publication

24卷10期(2004 / 10 / 01)

Page #

877 - 880

Content Language


Chinese Abstract


English Abstract

Twelve methods for constructing two-level selective neural network ensembles are investigated, as are realized by using two selective methods that accomplish two tasks of individual selection respectively. The effects of different corporations of selection methods and individuals' size on two-level selective neural network ensembles are discussed. Experimental results showed that the matching modes of methods of selection and proper individuals' number adopted can ensure the accuracy and diversity of individuals and alleviate the effect of the over- fitting problem. As a consequence, the accuracy of neural network ensembles is improved.

Topic Category 基礎與應用科學 > 基礎與應用科學綜合
工程學 > 工程學綜合