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Fast methods for training Gaussian processes on large datasets

Gaussian process regression (GPR) is a non-parametric Bayesian technique for interpolating or fitting data. The main barrier to further uptake of this powerful tool rests in the computational costs associated with the matrices which arise when dealing with large datasets. Here, we derive some simple...

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Bibliografski detalji
Izdano u:R Soc Open Sci
Glavni autori: Moore, C. J., Chua, A. J. K., Berry, C. P. L., Gair, J. R.
Format: Artigo
Jezik:Inglês
Izdano: The Royal Society Publishing 2016
Teme:
Online pristup:https://ncbi.nlm.nih.gov/pmc/articles/PMC4892455/
https://ncbi.nlm.nih.gov/pubmed/27293793
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1098/rsos.160125
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