An identity for kernel ridge regression

Zhdanov, Fedor and Kalnishkan, Yuri

(2013)

Zhdanov, Fedor and Kalnishkan, Yuri (2013) An identity for kernel ridge regression. Theoretical Computer Science, 473

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Abstract

This paper derives an identity connecting the square loss of ridge regression in on-line mode with the loss of the retrospectively best regressor. Some corollaries about the properties of the cumulative loss of on-line ridge regression are also obtained.

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This is a Approved version
This version's date is: 18/2/2013
This item is not peer reviewed

Link to this Version

https://repository.royalholloway.ac.uk/items/5bb30738-1601-9c08-fbce-56542bdf59be/2/

Item TypeJournal Article
TitleAn identity for kernel ridge regression
AuthorsZhdanov, Fedor
Kalnishkan, Yuri
DepartmentsFaculty of Science\Computer Science

Identifiers

doihttp://dx.doi.org/10.1016/j.tcs.2012.10.016

Deposited by Research Information System (atira) on 03-Jun-2013 in Royal Holloway Research Online.Last modified on 03-Jun-2013


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