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Conference Paper

Joint Regularization

MPS-Authors
http://pubman.mpdl.mpg.de/cone/persons/resource/persons75313

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

http://pubman.mpdl.mpg.de/cone/persons/resource/persons84953

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

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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: http://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.