Structure discovery in nonparametric regression through compositional kernel search
Despite its importance, choosing the structural form of the kernel in nonparametric regression remains a black art. We define a space of kernel structures which are built compositionally by adding and multiplying a small number of base kernels. We present a method for searching over this space of st...
| Main Authors: | , , , , |
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| Other Authors: | , |
| Format: | Article |
| Language: | English |
| Published: |
International Machine Learning Society,
2015-01-15T19:04:48Z.
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| Subjects: | |
| Online Access: | Get fulltext |