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Function factorization using warped Gaussian processes

Published • Jun 14, 2009
NobleIDNI1P55W12R50S01
Authors:
Mikkel N. Schmidt

Abstract

We introduce a new approach to non-linear regression called function factorization, that is suitable for problems where an output variable can reasonably be modeled by a number of multiplicative interaction terms between non-linear functions of the inputs. The idea is to approximate a complicated fu...

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