Consistency Analysis of Spectral Regularization Algorithms
Joint Authors
Source
Issue
Vol. 2012, Issue 2012 (31 Dec. 2012), pp.1-16, 16 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2012-06-04
Country of Publication
Egypt
No. of Pages
16
Main Subjects
Abstract EN
We investigate the consistency of spectral regularization algorithms.
We generalize the usual definition of regularization function to enrich the content of spectral regularization algorithms.
Under a more general prior condition, using refined error decompositions and techniques of operator norm estimation, satisfactory error bounds and learning rates are proved.
American Psychological Association (APA)
Zhu, Yukui& Sun, Hongwei. 2012. Consistency Analysis of Spectral Regularization Algorithms. Abstract and Applied Analysis،Vol. 2012, no. 2012, pp.1-16.
https://search.emarefa.net/detail/BIM-472153
Modern Language Association (MLA)
Zhu, Yukui& Sun, Hongwei. Consistency Analysis of Spectral Regularization Algorithms. Abstract and Applied Analysis No. 2012 (2012), pp.1-16.
https://search.emarefa.net/detail/BIM-472153
American Medical Association (AMA)
Zhu, Yukui& Sun, Hongwei. Consistency Analysis of Spectral Regularization Algorithms. Abstract and Applied Analysis. 2012. Vol. 2012, no. 2012, pp.1-16.
https://search.emarefa.net/detail/BIM-472153
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-472153