Joseph Guinness

Publication Activity (10 Years)

Years Active: 2016-2023
Publications (10 Years): 9

Top Topics

Gaussian Process

Spectral Methods

Variable Selection

Marginal Likelihood

Top Venues

J. Comput. Graph. Stat.

J. Multivar. Anal.

SIAM/ASA J. Uncertain. Quantification

Publications

Stephen Huan, Joseph Guinness, Matthias Katzfuss, Houman Owhadi, Florian Schäfer
Sparse Cholesky factorization by greedy conditional selection. CoRR (2023)
Matthias Katzfuss, Joseph Guinness, Earl Lawrence
Scaled Vecchia Approximation for Fast Computer-Model Emulation. SIAM/ASA J. Uncertain. Quantification 10 (2) (2022)
Amanda Muyskens, Joseph Guinness, Montserrat Fuentes
Partition-Based Nonstationary Covariance Estimation Using the Stochastic Score Approximation. J. Comput. Graph. Stat. 31 (4) (2022)
Joseph Guinness
Nonparametric spectral methods for multivariate spatial and spatial-temporal data. J. Multivar. Anal. 187 (2022)
Jian Cao, Joseph Guinness, Marc G. Genton, Matthias Katzfuss
Scalable Gaussian-process regression and variable selection using Vecchia approximations. J. Mach. Learn. Res. 23 (2022)
Joseph Guinness
Gaussian process learning via Fisher scoring of Vecchia's approximation. Stat. Comput. 31 (3) (2021)
Arkaprava Roy, Brian J. Reich, Joseph Guinness, Russell T. Shinohara, Ana-Maria Staicu
Spatial Shrinkage Via the Product Independent Gaussian Process Prior. J. Comput. Graph. Stat. 30 (4) (2021)
Joseph Guinness
Permutation and Grouping Methods for Sharpening Gaussian Process Approximations. Technometrics 60 (4) (2018)
Joseph Guinness, Montserrat Fuentes
Isotropic covariance functions on spheres: Some properties and modeling considerations. J. Multivar. Anal. 143 (2016)