中国计量大学学报2017，Vol.28Issue(1)：92-96,5.DOI:10.3969/j.issn.2096-2835.2017.01.016
一种计算代价敏感算法分类精度的方法
A method of classification accuracy calculation for cost sensitive algorithms
摘要
Abstract
Cost sensitive algorithms are widely applied to solve the problem of unbalanced classification.However,there is no objective evaluation criteria for cost sensitive algorithms.This paper proposes a method of classification accuracy calculation for cost sensitive algorithms.Balance accuracy is utilized instead of overall accuracy to effectively assess the performance of cost sensitive algorithms.Compared with overall accuracy,the proposed balance accuracy will not neglect the contribution of samples in small classes.In the experiment,we classified gene expression data with cost sensitive extreme learning machines.The result shows the balance accuracy is a valid criterion for evaluating classification performance.关键词
代价敏感/平衡精度/超限学习机/基因表达数据Key words
cost sensitive/balance accuracy/extreme learning machine/gene expression data分类
信息技术与安全科学引用本文复制引用
杨磊,陆慧娟,严珂,叶敏超..一种计算代价敏感算法分类精度的方法[J].中国计量大学学报,2017,28(1):92-96,5.基金项目
国家自然科学基金资助项目(No.61272315,61602431),浙江省自然科学基金资助项目(No.Y1110342). （No.61272315,61602431）
