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Joint Regularization

2005

Conference Paper

ei


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.

Author(s): Borgwardt, KM. and Guttman, O. and Vishwanathan, SVN. and Smola, AJ.
Pages: 455-460
Year: 2005
Month: April
Day: 0
Editors: Verleysen, M.
Publisher: d-side

Department(s): Empirical Inference
Bibtex Type: Conference Paper (inproceedings)

Event Name: 13th European Symposium on Artificial Neural Networks (ESANN 2005)
Event Place: Brugge, Belgium

Address: Evere, Belgium
Digital: 0
ISBN: 2-930307-05-6

Links: PDF
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BibTex

@inproceedings{BorgwardtGVS2005,
  title = {Joint Regularization},
  author = {Borgwardt, KM. and Guttman, O. and Vishwanathan, SVN. and Smola, AJ.},
  pages = {455-460},
  editors = {Verleysen, M.},
  publisher = {d-side},
  address = {Evere, Belgium},
  month = apr,
  year = {2005},
  month_numeric = {4}
}