Article ID: | iaor20131390 |
Volume: | 57 |
Issue: | 5-6 |
Start Page Number: | 1395 |
End Page Number: | 1407 |
Publication Date: | Mar 2013 |
Journal: | Mathematical and Computer Modelling |
Authors: | Zhao Yu-long, Feng Yun-long |
Keywords: | machine learning |
In this paper, within the framework of statistical learning theory we address the elastic‐net regularization problem. Based on the capacity assumption of hypothesis space composed by infinite features, significant contributions are made in several aspects. First, concentration estimates for sample error are presented by introducing