Hebbal, Ali; Balesdent, Mathieu; Brevault, Loïc; Melab, Nouredine; Talbi, El-Ghazali Deep Gaussian process for multi-objective Bayesian optimization. (English) Zbl 07739471 Optim. Eng. 24, No. 3, 1809-1848 (2023). MSC: 90C29 90C30 90C90 PDFBibTeX XMLCite \textit{A. Hebbal} et al., Optim. Eng. 24, No. 3, 1809--1848 (2023; Zbl 07739471) Full Text: DOI
Rajpal, Mohit; Zhang, Yehong; Low, Bryan Kian Hsiang Pruning during training by network efficacy modeling. (English) Zbl 07730688 Mach. Learn. 112, No. 7, 2653-2684 (2023). MSC: 68T05 PDFBibTeX XMLCite \textit{M. Rajpal} et al., Mach. Learn. 112, No. 7, 2653--2684 (2023; Zbl 07730688) Full Text: DOI
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
García, Constantino A.; Félix, Paulo; Presedo, Jesús M.; Otero, Abraham Stochastic embeddings of dynamical phenomena through variational autoencoders. (English) Zbl 07518058 J. Comput. Phys. 454, Article ID 110970, 22 p. (2022). MSC: 68Txx 65Cxx 62Gxx PDFBibTeX XMLCite \textit{C. A. García} et al., J. Comput. Phys. 454, Article ID 110970, 22 p. (2022; Zbl 07518058) Full Text: DOI arXiv
Wan, Pengbo; Alhebaishi, Nawaf; Liu, Qi Financial time series using nonlinear differential equation of Gaussian distribution probability density. (English) Zbl 07507568 Fractals 30, No. 2, Article ID 2240084, 12 p. (2022). MSC: 62Gxx 60Gxx 62Fxx PDFBibTeX XMLCite \textit{P. Wan} et al., Fractals 30, No. 2, Article ID 2240084, 12 p. (2022; Zbl 07507568) Full Text: DOI
Sadr, Mohsen; Wang, Qian; Gorji, M. Hossein Coupling kinetic and continuum using data-driven maximum entropy distribution. (English) Zbl 07515444 J. Comput. Phys. 444, Article ID 110542, 24 p. (2021). MSC: 82Cxx 76Mxx 76Pxx PDFBibTeX XMLCite \textit{M. Sadr} et al., J. Comput. Phys. 444, Article ID 110542, 24 p. (2021; Zbl 07515444) Full Text: DOI Link
Maulik, Romit; Botsas, Themistoklis; Ramachandra, Nesar; Mason, Lachlan R.; Pan, Indranil Latent-space time evolution of non-intrusive reduced-order models using Gaussian process emulation. (English) Zbl 07493969 Physica D 416, Article ID 132797, 17 p. (2021). MSC: 65P99 37M99 68T07 76B15 PDFBibTeX XMLCite \textit{R. Maulik} et al., Physica D 416, Article ID 132797, 17 p. (2021; Zbl 07493969) Full Text: DOI arXiv
Hebbal, Ali; Brevault, Loïc; Balesdent, Mathieu; Talbi, El-Ghazali; Melab, Nouredine Bayesian optimization using deep Gaussian processes with applications to aerospace system design. (English) Zbl 1473.62107 Optim. Eng. 22, No. 1, 321-361 (2021). MSC: 62G05 62-08 60G15 PDFBibTeX XMLCite \textit{A. Hebbal} et al., Optim. Eng. 22, No. 1, 321--361 (2021; Zbl 1473.62107) Full Text: DOI arXiv
Sadr, Mohsen; Torrilhon, Manuel; Gorji, M. Hossein Gaussian process regression for maximum entropy distribution. (English) Zbl 07506193 J. Comput. Phys. 418, Article ID 109644, 15 p. (2020). MSC: 62-XX 60-XX PDFBibTeX XMLCite \textit{M. Sadr} et al., J. Comput. Phys. 418, Article ID 109644, 15 p. (2020; Zbl 07506193) Full Text: DOI Link
Monterrubio-Gómez, Karla; Roininen, Lassi; Wade, Sara; Damoulas, Theodoros; Girolami, Mark Posterior inference for sparse hierarchical non-stationary models. (English) Zbl 1510.62068 Comput. Stat. Data Anal. 148, Article ID 106954, 21 p. (2020). MSC: 62-08 62G05 62M40 62M30 60G15 PDFBibTeX XMLCite \textit{K. Monterrubio-Gómez} et al., Comput. Stat. Data Anal. 148, Article ID 106954, 21 p. (2020; Zbl 1510.62068) 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
Donner, Christian; Opper, Manfred Efficient Bayesian inference of sigmoidal Gaussian Cox processes. (English) Zbl 1480.62054 J. Mach. Learn. Res. 19, Paper No. 67, 34 p. (2018). MSC: 62F15 60G15 PDFBibTeX XMLCite \textit{C. Donner} and \textit{M. Opper}, J. Mach. Learn. Res. 19, Paper No. 67, 34 p. (2018; Zbl 1480.62054) Full Text: arXiv Link
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