Alpha-divergence minimization for deep Gaussian processes
type: Item
instance of: scholarly article
title: Alpha-divergence minimization for deep Gaussian processes
author: Carlos Villacampa-Calvo
author: Gonzalo Hernández-Muñoz
author: Daniel Hernández-Lobato
published in: International Journal of Approximate Reasoning
publication date: 2022-11-02T00:00:00Z
Mathematics Subject Classification ID: 68T37
zbMATH DE Number: 7611310
zbMATH Keywords: deep Gaussian processes
zbMATH Keywords: expectation propagation
zbMATH Keywords: \(\alpha\)-divergences
zbMATH Keywords: approximate inference
zbMATH Keywords: variational inference
Wikidata QID: Q114171978
describes a project that uses: AlexNet
describes a project that uses: PMTK
describes a project that uses: UCI-ml
describes a project that uses: Adam
describes a project that uses: TensorFlow
describes a project that uses: ImageNet
MaRDI profile type: Publication
full work available at URL: j.ijar.2022.08.003
OpenAlex ID: W4292615725
cites work: Q3394879
cites work: Q5483032
cites work: Q4637023
cites work: Q4998917
cites work: Machine learning. A probabilistic perspective
cites work: Q3093326
cites work: Differential-geometrical methods in statistics
cites work: The α-EM algorithm: surrogate likelihood maximization using α-logarithmic information measures
DOI: 10.1016/J.IJAR.2022.08.003
Recommended article: Infinite-dimensional gradient-based descent for alpha-divergence minimisation
Recommended article: On predictive density estimation under \(\alpha\)-divergence loss
Recommended article: \(\alpha\)-variational inference with statistical guarantees
Recommended article: Contrastive Divergence in Gaussian Diffusions
Recommended article: Likelihood-free inference with deep Gaussian processes
Recommended article: Deep Variational Inference
Recommended article: Deep state-space Gaussian processes
Recommended article: Deep Gaussian mixture models
Recommended article: Variational inference and sparsity in high-dimensional deep Gaussian mixture models
description: scientific article; zbMATH DE number 7611310