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Online Gradient Computation for Warping Gaussian Process Transformations

Ruiz-Moreno, Emilio et al.
arXiv (OAI Expanded) · Papers
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machine-learningsignal-processing
Warped Gaussian processes (GPs) handle non-Gaussian observations by mapping them into a latent standard GP via a parametric transformation called warping. Existing streaming variants, however, either optimize the warping parameters periodically or sacrifice analytical tractability for a higher model
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