Joint Regularization

Borgwardt, KM; Guttman , O; Vishwanathan, SVN; Smola, AJ

Item

ITEM ACTIONSEXPORT

Add to Basket

Local TagsRelease HistoryDetailsSummary

Released

Conference Paper

Joint Regularization

MPS-Authors

There are no MPG-Authors in the publication available

External Resource

https://www.elen.ucl.ac.be/Proceedings/esann/esannpdf/es2005-90.pdf
(Publisher version)

Fulltext (restricted access)

There are currently no full texts shared for your IP range.

Fulltext (public)

There are no public fulltexts stored in PuRe

Supplementary Material (public)

There is no public supplementary material available

Citation

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.

Cite as: https://hdl.handle.net/11858/00-001M-0000-0013-D5D1-6

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.