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vecchia approximation

5 papers

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gaussian process (3) uncertainty quantification (2) scalable algorithm (1) covariance function (1) covariate selection (1) penalized likelihood (1) cover tree (1) mixed-effects model (1) non-parametric method (1) gaussian process ensemble (1)

Papers

Vecchia-Inducing-Points Full-Scale Approximations for Gaussian Processes JMLR 2026 Vecchia Gaussian Process Ensembles on Internal Representations of Deep Neural Networks AISTATS 2025 Scalable Bayesian Optimization Using Vecchia Approximations of Gaussian Processes AISTATS 2023 Gaussian Process Boosting JMLR 2022 Scalable Gaussian-process regression and variable selection using Vecchia approximations JMLR 2022