计算机工程与应用2011,Vol.47Issue(26):11-13,3.DOI:10.3778/j.issn.1002-8331.2011.26.004
基于最大间隔的基因表达规则筛选
Max margin based gene expression pattern selection and its applications in computer aided diagnosis
摘要
Abstract
Discovery of disease related gene expression rules is of great importance to the computer aided diagnosis.The max margin based interesting measure is proposed, which improves the generalization ability of association rules by taking both the distance among inner and outer classes into consideration^ Top-K max margin association rules mining procedure is also devised to efficiently discover the interesting rules in the high dimensional gene expression data.The experimental results show the effectiveness of the interestingness measure and the efficiency of the mining procedure.关键词
关联规则/基因表达数据/最大间隔/疾病辅助诊断Key words
association rule/gene expression data/max-margin/computer aided diagnosis分类
信息技术与安全科学引用本文复制引用
蔡瑞初,王美华,郝志峰,温雯..基于最大间隔的基因表达规则筛选[J].计算机工程与应用,2011,47(26):11-13,3.基金项目
国家自然科学基金(the National Natural Science Foundation of China under Grant No.61070033) (the National Natural Science Foundation of China under Grant No.61070033)
广东省自然科学基金重点项目(No.9251009001 000005) (No.9251009001 000005)
计算机软件新技术国家重点实验室(南京大学)开放课题基金(No.KFKT2011B19) (南京大学)
广东省科技计划项目(No.2010B050400011,No.2010B080701070). (No.2010B050400011,No.2010B080701070)