1. Reliable error estimation for Sobol’ indices

   • Lluís Antoni Jiménez Rugama
   • Laurent Gilquin

   OriginalPaper 14 June 2017 Pages: 725 - 738

   

2. Computer experiment designs for accurate prediction

   • Erin R. Leatherman
   • Thomas J. Santner
   • Angela M. Dean

   OriginalPaper 22 June 2017 Pages: 739 - 751

   

3. Extended differential geometric LARS for high-dimensional GLMs with general dispersion parameter

   • Hassan Pazira
   • Luigi Augugliaro
   • Ernst Wit

   OriginalPaper 21 June 2017 Pages: 753 - 774

   

4. Pivotal variable detection of the covariance matrix and its application to high-dimensional factor models

   • Junlong Zhao
   • Hongyu Zhao
   • Lixing Zhu

   OriginalPaper 15 July 2017 Pages: 775 - 793

   

5. 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

   

6. A rare event approach to high-dimensional approximate Bayesian computation

   • Dennis Prangle
   • Richard G. Everitt
   • Theodore Kypraios

   OriginalPaper Open access 11 July 2017 Pages: 819 - 834

   

7. On the exact maximum likelihood inference of Fisher–Bingham distributions using an adjusted holonomic gradient method

   • A. Kume
   • T. Sei

   OriginalPaper Open access 09 August 2017 Pages: 835 - 847

   

8. Nested Kriging predictions for datasets with a large number of observations

   • Didier Rullière
   • Nicolas Durrande
   • Clément Chevalier

   OriginalPaper 26 July 2017 Pages: 849 - 867

   

9. Bayesian Additive Regression Trees using Bayesian model averaging

   • Belinda Hernández
   • Adrian E. Raftery
   • Andrew C. Parnell

   OriginalPaper 27 July 2017 Pages: 869 - 890

   

10. A network epidemic model for online community commissioning data

    • Clement Lee
    • Andrew Garbett
    • Darren J. Wilkinson

    OriginalPaper Open access 02 August 2017 Pages: 891 - 904

    

11. Inferring large graphs using \(\ell _1\)-penalized likelihood

    • Magali Champion
    • Victor Picheny
    • Matthieu Vignes

    OriginalPaper Open access 17 August 2017 Pages: 905 - 921

    

12. Multilevel and Multi-index Monte Carlo methods for the McKean–Vlasov equation

    • Abdul-Lateef Haji-Ali
    • Raúl Tempone

    OriginalPaper Open access 12 September 2017 Pages: 923 - 935

    

13. Fast computation of spatially adaptive kernel estimates

    • Tilman M. Davies
    • Adrian Baddeley

    OriginalPaper 05 August 2017 Pages: 937 - 956

    

14. Relabelling in Bayesian mixture models by pivotal units

    • Leonardo Egidi
    • Roberta Pappadà
    • Nicola Torelli

    OriginalPaper 28 August 2017 Pages: 957 - 969

    

15. Variational Bayes with synthetic likelihood

    • Victor M. H. Ong
    • David J. Nott
    • Christopher C. Drovandi

    OriginalPaper 31 August 2017 Pages: 971 - 988