Reliable error estimation for Sobol’ indices Lluís Antoni Jiménez RugamaLaurent Gilquin OriginalPaper 14 June 2017 Pages: 725 - 738
Computer experiment designs for accurate prediction Erin R. LeathermanThomas J. SantnerAngela M. Dean OriginalPaper 22 June 2017 Pages: 739 - 751
Extended differential geometric LARS for high-dimensional GLMs with general dispersion parameter Hassan PaziraLuigi AugugliaroErnst Wit OriginalPaper 21 June 2017 Pages: 753 - 774
Pivotal variable detection of the covariance matrix and its application to high-dimensional factor models Junlong ZhaoHongyu ZhaoLixing Zhu OriginalPaper 15 July 2017 Pages: 775 - 793
Modified Cholesky Riemann Manifold Hamiltonian Monte Carlo: exploiting sparsity for fast sampling of high-dimensional targets Tore Selland Kleppe OriginalPaper 10 July 2017 Pages: 795 - 817
A rare event approach to high-dimensional approximate Bayesian computation Dennis PrangleRichard G. EverittTheodore Kypraios OriginalPaper Open access 11 July 2017 Pages: 819 - 834
On the exact maximum likelihood inference of Fisher–Bingham distributions using an adjusted holonomic gradient method A. KumeT. Sei OriginalPaper Open access 09 August 2017 Pages: 835 - 847
Nested Kriging predictions for datasets with a large number of observations Didier RullièreNicolas DurrandeClément Chevalier OriginalPaper 26 July 2017 Pages: 849 - 867
Bayesian Additive Regression Trees using Bayesian model averaging Belinda HernándezAdrian E. RafteryAndrew C. Parnell OriginalPaper 27 July 2017 Pages: 869 - 890
A network epidemic model for online community commissioning data Clement LeeAndrew GarbettDarren J. Wilkinson OriginalPaper Open access 02 August 2017 Pages: 891 - 904
Inferring large graphs using \(\ell _1\)-penalized likelihood Magali ChampionVictor PichenyMatthieu Vignes OriginalPaper Open access 17 August 2017 Pages: 905 - 921
Multilevel and Multi-index Monte Carlo methods for the McKean–Vlasov equation Abdul-Lateef Haji-AliRaúl Tempone OriginalPaper Open access 12 September 2017 Pages: 923 - 935
Fast computation of spatially adaptive kernel estimates Tilman M. DaviesAdrian Baddeley OriginalPaper 05 August 2017 Pages: 937 - 956
Relabelling in Bayesian mixture models by pivotal units Leonardo EgidiRoberta PappadàNicola Torelli OriginalPaper 28 August 2017 Pages: 957 - 969
Variational Bayes with synthetic likelihood Victor M. H. OngDavid J. NottChristopher C. Drovandi OriginalPaper 31 August 2017 Pages: 971 - 988