Riutort-Mayol, Gabriel; Bürkner, Paul-Christian; Andersen, Michael R.; Solin, Arno; Vehtari, Aki Practical Hilbert space approximate Bayesian Gaussian processes for probabilistic programming. (English) Zbl 1502.62024 Stat. Comput. 33, No. 1, Paper No. 17, 28 p. (2023). MSC: 62-08 60G15 62F15 PDFBibTeX XMLCite \textit{G. Riutort-Mayol} et al., Stat. Comput. 33, No. 1, Paper No. 17, 28 p. (2023; Zbl 1502.62024) Full Text: DOI arXiv
Pareek, Parikshit; Wang, Chuan; Nguyen, Hung D. Non-parametric probabilistic load flow using Gaussian process learning. (English) Zbl 1511.90108 Physica D 424, Article ID 132941, 8 p. (2021). MSC: 90B15 62G05 68T05 PDFBibTeX XMLCite \textit{P. Pareek} et al., Physica D 424, Article ID 132941, 8 p. (2021; Zbl 1511.90108) Full Text: DOI arXiv
Yang, Xiu; Tartakovsky, Guzel; Tartakovsky, Alexandre M. Physics information aided kriging using stochastic simulation models. (English) Zbl 1483.65019 SIAM J. Sci. Comput. 43, No. 6, A3862-A3891 (2021). MSC: 65C30 60G15 65C05 68T05 PDFBibTeX XMLCite \textit{X. Yang} et al., SIAM J. Sci. Comput. 43, No. 6, A3862--A3891 (2021; Zbl 1483.65019) Full Text: DOI arXiv
Sun, Shiliang; Sun, Xuli; Liu, Qiuyang Multi-view Gaussian processes with posterior consistency. (English) Zbl 1479.62047 Inf. Sci. 547, 710-722 (2021). MSC: 62H30 60G15 68T05 PDFBibTeX XMLCite \textit{S. Sun} et al., Inf. Sci. 547, 710--722 (2021; Zbl 1479.62047) Full Text: DOI
Binois, Mickael; Picheny, Victor; Taillandier, Patrick; Habbal, Abderrahmane The Kalai-Smorodinsky solution for many-objective Bayesian optimization. (English) Zbl 1525.90384 J. Mach. Learn. Res. 21, Paper No. 150, 42 p. (2020). MSC: 90C29 62C10 62-04 60G15 62F15 68T05 PDFBibTeX XMLCite \textit{M. Binois} et al., J. Mach. Learn. Res. 21, Paper No. 150, 42 p. (2020; Zbl 1525.90384) Full Text: arXiv Link
Chen, Chen; Liao, Qifeng ANOVA Gaussian process modeling for high-dimensional stochastic computational models. (English) Zbl 1437.62286 J. Comput. Phys. 416, Article ID 109519, 16 p. (2020). MSC: 62J10 65C20 60G15 35R60 76M35 76D07 PDFBibTeX XMLCite \textit{C. Chen} and \textit{Q. Liao}, J. Comput. Phys. 416, Article ID 109519, 16 p. (2020; Zbl 1437.62286) Full Text: DOI arXiv
Pang, Guofei; Yang, Liu; Karniadakis, George Em Neural-net-induced Gaussian process regression for function approximation and PDE solution. (English) Zbl 1451.68242 J. Comput. Phys. 384, 270-288 (2019). MSC: 68T07 35Q68 62M45 PDFBibTeX XMLCite \textit{G. Pang} et al., J. Comput. Phys. 384, 270--288 (2019; Zbl 1451.68242) Full Text: DOI arXiv
Seshadri, Pranay; Yuchi, Shaowu; Parks, Geoffrey T. Dimension reduction via Gaussian ridge functions. (English) Zbl 1436.60038 SIAM/ASA J. Uncertain. Quantif. 7, 1301-1322 (2019). MSC: 60G15 51M35 PDFBibTeX XMLCite \textit{P. Seshadri} et al., SIAM/ASA J. Uncertain. Quantif. 7, 1301--1322 (2019; Zbl 1436.60038) Full Text: DOI arXiv
Herlands, William; Neill, Daniel B.; Nickisch, Hannes; Wilson, Andrew Gordon Change surfaces for expressive multidimensional changepoints and counterfactual prediction. (English) Zbl 1441.62106 J. Mach. Learn. Res. 20, Paper No. 99, 51 p. (2019). MSC: 62G10 62M20 62P10 92C60 60G15 PDFBibTeX XMLCite \textit{W. Herlands} et al., J. Mach. Learn. Res. 20, Paper No. 99, 51 p. (2019; Zbl 1441.62106) Full Text: arXiv Link
Mao, Zhiping; Li, Zhen; Karniadakis, George Em Nonlocal flocking dynamics: learning the fractional order of PDEs from particle simulations. (English) Zbl 1449.35447 Commun. Appl. Math. Comput. 1, No. 4, 597-619 (2019). MSC: 35R11 34K29 92D50 70E55 PDFBibTeX XMLCite \textit{Z. Mao} et al., Commun. Appl. Math. Comput. 1, No. 4, 597--619 (2019; Zbl 1449.35447) Full Text: DOI arXiv
Price, Ilan; Fowkes, Jaroslav; Hopman, Daniel Gaussian processes for unconstraining demand. (English) Zbl 1430.90348 Eur. J. Oper. Res. 275, No. 2, 621-634 (2019). MSC: 90B50 62P30 60G15 62F15 62G05 PDFBibTeX XMLCite \textit{I. Price} et al., Eur. J. Oper. Res. 275, No. 2, 621--634 (2019; Zbl 1430.90348) Full Text: DOI arXiv
Schulz, Eric; Speekenbrink, Maarten; Krause, Andreas A tutorial on Gaussian process regression: modelling, exploring, and exploiting functions. (English) Zbl 1416.62648 J. Math. Psychol. 85, 1-16 (2018). MSC: 62P15 60G15 62G08 PDFBibTeX XMLCite \textit{E. Schulz} et al., J. Math. Psychol. 85, 1--16 (2018; Zbl 1416.62648) Full Text: DOI Link
Pang, Guofei; Perdikaris, Paris; Cai, Wei; Karniadakis, George Em Discovering variable fractional orders of advection-dispersion equations from field data using multi-fidelity Bayesian optimization. (English) Zbl 1419.62499 J. Comput. Phys. 348, 694-714 (2017). MSC: 62P12 62G08 62H30 49N30 35R11 35R30 86A05 PDFBibTeX XMLCite \textit{G. Pang} et al., J. Comput. Phys. 348, 694--714 (2017; Zbl 1419.62499) Full Text: DOI
Matthews, Alexander G. De G.; van der Wilk, Mark; Nickson, Tom; Fujii, Keisuke; Boukouvalas, Alexis; León-Villagrá, Pablo; Ghahramani, Zoubin; Hensman, James GPflow: a Gaussian process library using TensorFlow. (English) Zbl 1437.62127 J. Mach. Learn. Res. 18(2017-2018), Paper No. 40, 6 p. (2017). MSC: 62G05 62-08 60G15 PDFBibTeX XMLCite \textit{A. G. De G. Matthews} et al., J. Mach. Learn. Res. 18, Paper No. 40, 6 p. (2017; Zbl 1437.62127) Full Text: arXiv Link
Ghosh, Sanmitra; Dasmahapatra, Srinandan; Maharatna, Koushik Fast approximate Bayesian computation for estimating parameters in differential equations. (English) Zbl 1505.62158 Stat. Comput. 27, No. 1, 19-38 (2017). MSC: 62-08 62F15 62P10 65C05 68T05 PDFBibTeX XMLCite \textit{S. Ghosh} et al., Stat. Comput. 27, No. 1, 19--38 (2017; Zbl 1505.62158) Full Text: DOI arXiv
Bouveyron, C.; Fauvel, M.; Girard, S. Kernel discriminant analysis and clustering with parsimonious Gaussian process models. (English) Zbl 1331.62302 Stat. Comput. 25, No. 6, 1143-1162 (2015). MSC: 62H30 PDFBibTeX XMLCite \textit{C. Bouveyron} et al., Stat. Comput. 25, No. 6, 1143--1162 (2015; Zbl 1331.62302) Full Text: DOI arXiv
Desautels, Thomas; Krause, Andreas; Burdick, Joel W. Parallelizing exploration-exploitation tradeoffs in Gaussian process bandit optimization. (English) Zbl 1312.62036 J. Mach. Learn. Res. 15, 4053-4103 (2014). MSC: 62F25 68T05 60G15 62F07 62F15 PDFBibTeX XMLCite \textit{T. Desautels} et al., J. Mach. Learn. Res. 15, 4053--4103 (2014; Zbl 1312.62036) Full Text: arXiv Link
Couckuyt, Ivo; Dhaene, Tom; Demeester, Piet ooDACE toolbox: a flexible object-oriented Kriging implementation. (English) Zbl 1319.62001 J. Mach. Learn. Res. 15, 3183-3186 (2014). MSC: 62-04 62-07 PDFBibTeX XMLCite \textit{I. Couckuyt} et al., J. Mach. Learn. Res. 15, 3183--3186 (2014; Zbl 1319.62001) Full Text: Link
Pau, George Shu Heng; Zhang, Yingqi; Finsterle, Stefan Reduced order models for many-query subsurface flow applications. (English) Zbl 1387.76085 Comput. Geosci. 17, No. 4, 705-721 (2013). MSC: 76M25 76S05 PDFBibTeX XMLCite \textit{G. S. H. Pau} et al., Comput. Geosci. 17, No. 4, 705--721 (2013; Zbl 1387.76085) Full Text: DOI
Vanhatalo, Jarno; Riihimäki, Jaakko; Hartikainen, Jouni; Jylänki, Pasi; Tolvanen, Ville; Vehtari, Aki GPstuff: Bayesian modeling with Gaussian processes. (English) Zbl 1320.62010 J. Mach. Learn. Res. 14, 1175-1179 (2013). MSC: 62-04 60G15 62F15 PDFBibTeX XMLCite \textit{J. Vanhatalo} et al., J. Mach. Learn. Res. 14, 1175--1179 (2013; Zbl 1320.62010)