Breeding Value Estimate Based on Support Vector Machine
- Resource Type
- Conference
- Authors
- Hong, Shibao; Hu, Yaguang; Wan, Shanhong; Zhang, Defu
- Source
- 2012 Fifth International Symposium on Computational Intelligence and Design Computational Intelligence and Design (ISCID), 2012 Fifth International Symposium on. 2:111-114 Oct, 2012
- Subject
- Computing and Processing
Communication, Networking and Broadcast Technologies
Support vector machines
Prediction algorithms
Bioinformatics
Estimation
Machine learning
Data mining
estimate breeding value
support vector machine
feature selection
predict
bioinformatics
- Language
Breeding value is the sum of additive effects of all the genes, which has important effect on breeding. Statistical methods are often used traditionally to estimate breeding value. This paper uses support vector regression machine to estimate breeding value, and two feature-selection methods are developed to preprocess the data. the proposed algorithm is compared with statistical methods in other literatures, its performance is verified.