Open Access
2014 Multinomial Regression with Elastic Net Penalty and Its Grouping Effect in Gene Selection
Liuyuan Chen, Jie Yang, Juntao Li, Xiaoyu Wang
Abstr. Appl. Anal. 2014(SI43): 1-7 (2014). DOI: 10.1155/2014/569501
Abstract

For the multiclass classification problem of microarray data, a new optimization model named multinomial regression with the elastic net penalty was proposed in this paper. By combining the multinomial likeliyhood loss and the multiclass elastic net penalty, the optimization model was constructed, which was proved to encourage a grouping effect in gene selection for multiclass classification.

Copyright © 2014 Hindawi
Liuyuan Chen, Jie Yang, Juntao Li, and Xiaoyu Wang "Multinomial Regression with Elastic Net Penalty and Its Grouping Effect in Gene Selection," Abstract and Applied Analysis 2014(SI43), 1-7, (2014). https://doi.org/10.1155/2014/569501
Published: 2014
Vol.2014 • No. SI43 • 2014
Back to Top