Joint Regularization

Borgwardt, KM; Guttman O, Vishwanathan, SVN; Smola, AJ; Verleysen, M.

Item

ITEM ACTIONSEXPORT

Add to Basket

Please note that a newer version of this item is available:
https://pure.mpg.de/pubman/item/item_1791520_2

DetailsSummary

Released

Conference Paper

Joint Regularization

MPS-Authors

/persons/resource/persons75313

Borgwardt, KM
Max Planck Institute for Biological Cybernetics, Max Planck Society;

/persons/resource/persons84953

Smola, AJ
Max Planck Institute for Biological Cybernetics, Max Planck Society;

External Resource

No external resources are shared

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 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.