Data Mining in Complex Diseases Using Evolutionary Computation

被引:0
作者
Aguiar, Vanessa [1 ]
Seoane, Jose A. [1 ]
Freire, Ana [1 ]
Munteanu, Cristian R. [1 ]
机构
[1] Univ A Coruna UDC, Fac Informat, Coruna, Spain
来源
BIO-INSPIRED SYSTEMS: COMPUTATIONAL AND AMBIENT INTELLIGENCE, PT 1 | 2009年 / 5517卷
关键词
Association studies; SNPs; evolutionary computation; genetic algorithms; data mining; DENSE GENETIC MAPS; ALGORITHM; ASSOCIATIONS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A new algorithm is presented for finding genotype-phenotype association rules from data related to complex diseases. The algorithm was based on Genetic Algorithms, a technique of Evolutionary Computation. The algorithm was compared to several traditional data mining techniques and it was proved that it obtained similar classification scores but found more rules from the data generated artificially. fit this paper it is assumed that several groups of SNPs have an impact on the predisposition to develop a complex disease like schizophrenia. It is expected to validate this in a short period of time oil real data.
引用
收藏
页码:917 / 924
页数:8
相关论文
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