The Learning Rates of Regularized Regression Based on Reproducing Kernel Banach Spaces
Joint Authors
Source
Issue
Vol. 2013, Issue 2013 (31 Dec. 2013), pp.1-10, 10 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2013-12-23
Country of Publication
Egypt
No. of Pages
10
Main Subjects
Abstract EN
We study the convergence behavior of regularized regression based on reproducing kernel Banach spaces (RKBSs).
The convex inequality of uniform convex Banach spaces is used to show the robustness of the optimal solution with respect to the distributions.
The learning rates are derived in terms of the covering number and K-functional.
American Psychological Association (APA)
Sheng, Baohuai& Ye, Peixin. 2013. The Learning Rates of Regularized Regression Based on Reproducing Kernel Banach Spaces. Abstract and Applied Analysis،Vol. 2013, no. 2013, pp.1-10.
https://search.emarefa.net/detail/BIM-491166
Modern Language Association (MLA)
Sheng, Baohuai& Ye, Peixin. The Learning Rates of Regularized Regression Based on Reproducing Kernel Banach Spaces. Abstract and Applied Analysis No. 2013 (2013), pp.1-10.
https://search.emarefa.net/detail/BIM-491166
American Medical Association (AMA)
Sheng, Baohuai& Ye, Peixin. The Learning Rates of Regularized Regression Based on Reproducing Kernel Banach Spaces. Abstract and Applied Analysis. 2013. Vol. 2013, no. 2013, pp.1-10.
https://search.emarefa.net/detail/BIM-491166
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-491166