The Learning Rates of Regularized Regression Based on Reproducing Kernel Banach Spaces

Joint Authors

Sheng, Baohuai
Ye, Peixin

Source

Abstract and Applied Analysis

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

Mathematics

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