Alpha-divergence minimization for deep Gaussian processes

DOI10.1016/j.ijar.2022.08.003OpenAlexW4292615725WikidataQ114171978 ScholiaQ114171978MaRDI QIDQ2092453

Carlos Villacampa-Calvo, Daniel Hernández-Lobato, Gonzalo Hernández-Muñoz

Publication date: 2 November 2022

Published in: International Journal of Approximate Reasoning (Search for Journal in Brave)

Full work available at URL: https://doi.org/10.1016/j.ijar.2022.08.003

zbMATH Keywords

approximate inferencevariational inferenceexpectation propagation\(\alpha\)-divergencesdeep Gaussian processes

Mathematics Subject Classification ID

Reasoning under uncertainty in the context of artificial intelligence (68T37)

Uses Software

• UCI-ml
• PMTK
• TensorFlow
• ImageNet
• Adam
• AlexNet

Cites Work

• Differential-geometrical methods in statistics
• The α-EM algorithm: surrogate likelihood maximization using α-logarithmic information measures
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