Clustering multivariate data using factor analytic Bayesian mixtures with an unknown number of components Panagiotis Papastamoulis OriginalPaper 27 August 2019 Pages: 485 - 506
Multi-level Monte Carlo methods for the approximation of invariant measures of stochastic differential equations Michael B. GilesMateusz B. MajkaKonstantinos C. Zygalakis OriginalPaper Open access 10 September 2019 Pages: 507 - 524
Data-driven stochastic inversion via functional quantization Mohamed Reda El AmriCéline HelbertDelphine Sinoquet OriginalPaper 13 September 2019 Pages: 525 - 541
Robust Bayesian synthetic likelihood via a semi-parametric approach Ziwen AnDavid J. NottChristopher Drovandi OriginalPaper 04 October 2019 Pages: 543 - 557
Local dimension reduction of summary statistics for likelihood-free inference Jukka SirénSamuel Kaski OriginalPaper Open access 04 October 2019 Pages: 559 - 570
Optimal allocation of Monte Carlo simulations to multiple hypothesis tests Georg Hahn OriginalPaper 05 October 2019 Pages: 571 - 586
Sampling from manifold-restricted distributions using tangent bundle projections Alvin J. K. Chua OriginalPaper 14 October 2019 Pages: 587 - 602
Approximation and sampling of multivariate probability distributions in the tensor train decomposition Sergey DolgovKarim Anaya-IzquierdoRobert Scheichl OriginalPaper Open access 02 November 2019 Pages: 603 - 625
Spectral density-based and measure-preserving ABC for partially observed diffusion processes. An illustration on Hamiltonian SDEs Evelyn BuckwarMassimiliano TamborrinoIrene Tubikanec OriginalPaper Open access 05 November 2019 Pages: 627 - 648
Regularized estimation for highly multivariate log Gaussian Cox processes Achmad ChoiruddinFrancisco Cuevas-PachecoRasmus Waagepetersen OriginalPaper 15 November 2019 Pages: 649 - 662
Sequential Monte Carlo with transformations Richard G. EverittRichard CullifordDaniel J. Wilson OriginalPaper Open access 17 November 2019 Pages: 663 - 676
High-dimensional regression in practice: an empirical study of finite-sample prediction, variable selection and ranking Fan WangSach MukherjeeSteven M. Hill OriginalPaper Open access 19 December 2019 Pages: 697 - 719
Coordinate sampler: a non-reversible Gibbs-like MCMC sampler Changye WuChristian P. Robert OriginalPaper 26 December 2019 Pages: 721 - 730
