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Correlated product of experts for sparse Gaussian process regression

Gaussian processes (GPs) are an important tool in machine learning and statistics. However, off-the-shelf GP inference procedures are limited to datasets with several thousand data points because of their cubic computational complexity. For this reason, many sparse GPs techniques have been developed...

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Detalles Bibliográficos
Autores principales: Schürch, Manuel, Azzimonti, Dario, Benavoli, Alessio, Zaffalon, Marco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10163145/
https://www.ncbi.nlm.nih.gov/pubmed/37162796
http://dx.doi.org/10.1007/s10994-022-06297-3