计算机应用研究2014,Vol.31Issue(4):985-988,1004,5.DOI:10.3969/j.issn.1001-3695.2014.04.006
一种鲁棒非平衡极速学习机算法
Robust extreme learning machine algorithm based on imbalanced datasets
摘要
Abstract
ELM algorithm can achieve better classification results for balanced datasets. For the imbalanced datasets, it is usually favor of the majority class and has lower class performance for a small number of samples. To solve this problem, this paper proposed关键词
极速学习机/不平衡数据集/基于核的可能性模糊C-均值聚类/神经网络Key words
extreme learning machine(ELM)/imbalanced datasets/KPFCM/neural networks分类
信息技术与安全科学引用本文复制引用
MENG Fan-rong,GAO Chun-xiao,LIU Bing..一种鲁棒非平衡极速学习机算法[J].计算机应用研究,2014,31(4):985-988,1004,5.基金项目
高等学校博士学科点专项科研基金资助项目(20110095110010) (20110095110010)
国家“863”计划资助项目(2012AA011004) (2012AA011004)