The Mondrian kernel
We introduce the Mondrian kernel, a fast random feature approximation to the Laplace kernel. It is suitable for both batch and online learning, and admits a fast kernel-width-selection procedure as the random features can be re-used efficiently for all kernel widths. The features are constructed by...
Main Authors: | Balog, M, Lakshminarayanan, B, Ghahramani, Z, Roy, D, Teh, Y |
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Format: | Conference item |
Published: |
Association for Uncertainty in Artificial Intelligence Press
2016
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