Katzfuss, Matthias; Schäfer, Florian Scalable Bayesian transport maps for high-dimensional non-Gaussian spatial fields. (English) Zbl 07877170 J. Am. Stat. Assoc. 119, No. 546, 1409-1423 (2024). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Kang, Myeongjong; Katzfuss, Matthias Correlation-based sparse inverse Cholesky factorization for fast Gaussian-process inference. (English) Zbl 1516.62017 Stat. Comput. 33, No. 3, Paper No. 56, 17 p. (2023). MSC: 62-08 62M30 × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Zhang, Jingjie; Katzfuss, Matthias Multi-scale Vecchia approximations of Gaussian processes. (English) Zbl 07632104 J. Agric. Biol. Environ. Stat. 27, No. 3, 440-460 (2022). MSC: 62P12 × Cite Format Result Cite Review PDF Full Text: DOI
Jurek, Marcin; Katzfuss, Matthias Hierarchical sparse Cholesky decomposition with applications to high-dimensional spatio-temporal filtering. (English) Zbl 1481.62004 Stat. Comput. 32, No. 1, Paper No. 15, 19 p. (2022). MSC: 62-08 62H11 × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Katzfuss, Matthias; Guinness, Joseph A general framework for Vecchia approximations of Gaussian processes. (English) Zbl 07368223 Stat. Sci. 36, No. 1, 124-141 (2021). MSC: 62-XX × Cite Format Result Cite Review PDF Full Text: DOI arXiv
Heaton, Matthew J.; Datta, Abhirup; Finley, Andrew O.; Furrer, Reinhard; Guinness, Joseph; Guhaniyogi, Rajarshi; Gerber, Florian; Gramacy, Robert B.; Hammerling, Dorit; Katzfuss, Matthias; Lindgren, Finn; Nychka, Douglas W.; Sun, Furong; Zammit-Mangion, Andrew A case study competition among methods for analyzing large spatial data. (English) Zbl 1426.62345 J. Agric. Biol. Environ. Stat. 24, No. 3, 398-425 (2019). MSC: 62P12 62M30 62-08 × Cite Format Result Cite Review PDF Full Text: DOI arXiv OA License
Jun, M.; Katzfuss, M.; Hu, J.; Johnson, V. E. Assessing fit in Bayesian models for spatial processes. (English) Zbl 1525.62150 Environmetrics 25, No. 8, 584-595 (2014). MSC: 62P12 × Cite Format Result Cite Review PDF Full Text: DOI
Katzfuss, Matthias Bayesian nonstationary spatial modeling for very large datasets. (English) Zbl 1525.62153 Environmetrics 24, No. 3, 189-200 (2013). MSC: 62P12 × Cite Format Result Cite Review PDF Full Text: DOI arXiv