Joseph Guinness

13 papers Journal 13

Year	Rank	Type	Title / Venue / Authors
2025	J	`jnl`	A Framework for Nonstationary Gaussian Processes with Neural Network Parameters. CoRR Zachary James, Joseph Guinness
2025	J	`jnl`	Sparse Inverse Cholesky Factorization of Dense Kernel Matrices by Greedy Conditional Selection. SIAM/ASA J. Uncertain. Quantification Stephen Huan, Joseph Guinness, Matthias Katzfuss, Houman Owhadi, Florian Schäofer
2024	J	`jnl`	Implementation and Analysis of GPU Algorithms for Vecchia Approximation. CoRR Zachary James, Joseph Guinness
2024	J	`jnl`	Implementation and analysis of GPU algorithms for Vecchia Approximation. Stat. Comput. Zachary James, Joseph Guinness
2023	J	`jnl`	Sparse Cholesky factorization by greedy conditional selection. CoRR Stephen Huan, Joseph Guinness, Matthias Katzfuss, Houman Owhadi, Florian Schäfer
2022	J	`jnl`	Nonparametric spectral methods for multivariate spatial and spatial-temporal data. J. Multivar. Anal. Joseph Guinness
2022	J	`jnl`	Partition-Based Nonstationary Covariance Estimation Using the Stochastic Score Approximation. J. Comput. Graph. Stat. Amanda Muyskens, Joseph Guinness, Montserrat Fuentes
2022	J	`jnl`	Scalable Gaussian-process regression and variable selection using Vecchia approximations. J. Mach. Learn. Res. Jian Cao, Joseph Guinness, Marc G. Genton, Matthias Katzfuss
2022	J	`jnl`	Scaled Vecchia Approximation for Fast Computer-Model Emulation. SIAM/ASA J. Uncertain. Quantification Matthias Katzfuss, Joseph Guinness, Earl Lawrence
2021	J	`jnl`	Gaussian process learning via Fisher scoring of Vecchia's approximation. Stat. Comput. Joseph Guinness
2021	J	`jnl`	Spatial Shrinkage Via the Product Independent Gaussian Process Prior. J. Comput. Graph. Stat. Arkaprava Roy, Brian J. Reich, Joseph Guinness, Russell T. Shinohara, Ana-Maria Staicu
2018	J	`jnl`	Permutation and Grouping Methods for Sharpening Gaussian Process Approximations. Technometrics Joseph Guinness
2016	J	`jnl`	Isotropic covariance functions on spheres: Some properties and modeling considerations. J. Multivar. Anal. Joseph Guinness, Montserrat Fuentes