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  Joint Regularization

Borgwardt, K., Guttman, O., Vishwanathan, S., & Smola, A. (2005). Joint Regularization. In M. Verleysen (Ed.), 13th European Symposium on Artificial Neural Networks (ESANN 2005) (pp. 455-460). Evere, Belgium: d-side.

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Item Permalink: https://hdl.handle.net/11858/00-001M-0000-0013-D5D1-6 Version Permalink: https://hdl.handle.net/21.11116/0000-0005-38D3-E
Genre: Conference Paper

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Locator:
https://www.elen.ucl.ac.be/Proceedings/esann/esannpdf/es2005-90.pdf (Publisher version)
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 Creators:
Borgwardt, KM1, Author           
Guttman , O, Author
Vishwanathan, SVN, Author
Smola, AJ1, Author           
Affiliations:
1External Organizations, ou_persistent22              

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 Abstract: We present a principled method to combine kernels under joint regularization constraints. Central to our method is an extension of the representer theorem for handling multiple joint regularization constraints. Experimental evidence shows the feasibility of our approach.

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 Dates: 2005-04
 Publication Status: Issued
 Pages: -
 Publishing info: -
 Table of Contents: -
 Rev. Type: -
 Identifiers: BibTex Citekey: BorgwardtGVS2005
 Degree: -

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Title: 13th European Symposium on Artificial Neural Networks (ESANN 2005)
Place of Event: Brugge, Belgium
Start-/End Date: 2005-04-27 - 2005-04-29

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Title: 13th European Symposium on Artificial Neural Networks (ESANN 2005)
Source Genre: Proceedings
 Creator(s):
Verleysen, M, Editor
Affiliations:
-
Publ. Info: Evere, Belgium : d-side
Pages: - Volume / Issue: - Sequence Number: - Start / End Page: 455 - 460 Identifier: ISBN: 2-930307-05-6