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The regularized least squares algorithm and the problem of learning halfspaces |
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| Authors: | Ha Quang Minh |
| Affiliation: | Institute for Theoretical Biology, Humboldt University of Berlin, Invalidenstrasse 43, Berlin D-10115, Germany |
| Abstract: | We provide sample complexity of the problem of learning halfspaces with monotonic noise, using the regularized least squares algorithm in the reproducing kernel Hilbert spaces (RKHS) framework. |
| Keywords: | Computational complexity Analysis of algorithms Computational learning theory Halfspaces Regularized least squares algorithm Kernel |
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