Bhattacharya, Shrijita; Liu, Zihuan; Maiti, Tapabrata Comprehensive study of variational Bayes classification for dense deep neural networks. (English) Zbl 1523.62004 Stat. Comput. 34, No. 1, Paper No. 17, 34 p. (2024). MSC: 62-08 62H30 62F15 68T07 PDFBibTeX XMLCite \textit{S. Bhattacharya} et al., Stat. Comput. 34, No. 1, Paper No. 17, 34 p. (2024; Zbl 1523.62004) Full Text: DOI
Kwok, Wai M.; Streftaris, George; Dass, Sarat C. Laplace based Bayesian inference for ordinary differential equation models using regularized artificial neural networks. (English) Zbl 1523.62018 Stat. Comput. 33, No. 6, Paper No. 124, 25 p. (2023). MSC: 62-08 62F15 68T07 PDFBibTeX XMLCite \textit{W. M. Kwok} et al., Stat. Comput. 33, No. 6, Paper No. 124, 25 p. (2023; Zbl 1523.62018) Full Text: DOI OA License
Papamarkou, Theodore Approximate blocked Gibbs sampling for Bayesian neural networks. (English) Zbl 1523.62030 Stat. Comput. 33, No. 5, Paper No. 119, 19 p. (2023). MSC: 62-08 62F15 65C05 PDFBibTeX XMLCite \textit{T. Papamarkou}, Stat. Comput. 33, No. 5, Paper No. 119, 19 p. (2023; Zbl 1523.62030) Full Text: DOI arXiv
Vargas, Francisco; Ovsianas, Andrius; Fernandes, David; Girolami, Mark; Lawrence, Neil D.; Nüsken, Nikolas Bayesian learning via neural Schrödinger-Föllmer flows. (English) Zbl 1499.62036 Stat. Comput. 33, No. 1, Paper No. 3, 22 p. (2023). MSC: 62-08 62F15 68T07 PDFBibTeX XMLCite \textit{F. Vargas} et al., Stat. Comput. 33, No. 1, Paper No. 3, 22 p. (2023; Zbl 1499.62036) Full Text: DOI arXiv
Mishra, Swapnil; Flaxman, Seth; Berah, Tresnia; Zhu, Harrison; Pakkanen, Mikko; Bhatt, Samir \(\pi\) VAE: a stochastic process prior for Bayesian deep learning with MCMC. (English) Zbl 1499.62027 Stat. Comput. 32, No. 6, Paper No. 96, 16 p. (2022). MSC: 62-08 62F15 68T07 PDFBibTeX XMLCite \textit{S. Mishra} et al., Stat. Comput. 32, No. 6, Paper No. 96, 16 p. (2022; Zbl 1499.62027) Full Text: DOI arXiv
Gu, Jiaqi; Yu, Philip L. H. Joint latent space models for ranking data and social network. (English) Zbl 1490.62015 Stat. Comput. 32, No. 3, Paper No. 51, 15 p. (2022). MSC: 62-08 62F15 62P25 91D30 PDFBibTeX XMLCite \textit{J. Gu} and \textit{P. L. H. Yu}, Stat. Comput. 32, No. 3, Paper No. 51, 15 p. (2022; Zbl 1490.62015) Full Text: DOI
Scutari, Marco; Vitolo, Claudia; Tucker, Allan Learning Bayesian networks from big data with greedy search: computational complexity and efficient implementation. (English) Zbl 1430.62275 Stat. Comput. 29, No. 5, 1095-1108 (2019). MSC: 62R07 68T05 62-08 62P10 62P12 PDFBibTeX XMLCite \textit{M. Scutari} et al., Stat. Comput. 29, No. 5, 1095--1108 (2019; Zbl 1430.62275) Full Text: DOI arXiv
Perez, Iker; Hodge, David; Kypraios, Theodore Auxiliary variables for Bayesian inference in multi-class queueing networks. (English) Zbl 1430.62186 Stat. Comput. 28, No. 6, 1187-1200 (2018). MSC: 62M02 65C40 62F15 60K25 PDFBibTeX XMLCite \textit{I. Perez} et al., Stat. Comput. 28, No. 6, 1187--1200 (2018; Zbl 1430.62186) Full Text: DOI arXiv Link
Aderhold, Andrej; Husmeier, Dirk; Grzegorczyk, Marco Approximate Bayesian inference in semi-mechanistic models. (English) Zbl 1384.62075 Stat. Comput. 27, No. 4, 1003-1040 (2017). MSC: 62F15 62J10 62P10 92C42 PDFBibTeX XMLCite \textit{A. Aderhold} et al., Stat. Comput. 27, No. 4, 1003--1040 (2017; Zbl 1384.62075) Full Text: DOI Link
Lilleborge, Marie; Eidsvik, Jo Efficient designs for Bayesian networks with sub-tree bounds. (English) Zbl 1505.62247 Stat. Comput. 27, No. 2, 301-318 (2017). MSC: 62-08 62B10 62K05 62F15 68T35 PDFBibTeX XMLCite \textit{M. Lilleborge} and \textit{J. Eidsvik}, Stat. Comput. 27, No. 2, 301--318 (2017; Zbl 1505.62247) Full Text: DOI
Latouche, Pierre; Robin, Stéphane Variational Bayes model averaging for graphon functions and motif frequencies inference in \(W\)-graph models. (English) Zbl 1349.62081 Stat. Comput. 26, No. 6, 1173-1185 (2016). MSC: 62F15 05C80 62G05 91D30 PDFBibTeX XMLCite \textit{P. Latouche} and \textit{S. Robin}, Stat. Comput. 26, No. 6, 1173--1185 (2016; Zbl 1349.62081) Full Text: DOI arXiv
Kuipers, Jack; Moffa, Giusi Uniform random generation of large acyclic digraphs. (English) Zbl 1331.62150 Stat. Comput. 25, No. 2, 227-242 (2015). MSC: 62F15 05C20 65C40 PDFBibTeX XMLCite \textit{J. Kuipers} and \textit{G. Moffa}, Stat. Comput. 25, No. 2, 227--242 (2015; Zbl 1331.62150) Full Text: DOI arXiv
Friel, Nial Introduction to “Efficient computational strategies for doubly intractable problems with applications to Bayesian social networks” by A. Caimo, A. Mira. (English) Zbl 1333.62085 Stat. Comput. 25, No. 1, 111-111 (2015). MSC: 62F15 62H10 62E20 62-07 91D30 PDFBibTeX XMLCite \textit{N. Friel}, Stat. Comput. 25, No. 1, 111--111 (2015; Zbl 1333.62085) Full Text: DOI
Caimo, Alberto; Mira, Antonietta Efficient computational strategies for doubly intractable problems with applications to Bayesian social networks. (English) Zbl 1331.62127 Stat. Comput. 25, No. 1, 113-125 (2015). MSC: 62F15 62H10 62E20 62-07 91D30 PDFBibTeX XMLCite \textit{A. Caimo} and \textit{A. Mira}, Stat. Comput. 25, No. 1, 113--125 (2015; Zbl 1331.62127) Full Text: DOI arXiv