Robust finite mixture modeling of multivariate unrestricted skew-normal generalized hyperbolic distributions Mohsen MalekiDarren WraithReinaldo B. Arellano-Valle OriginalPaper 19 May 2018 Pages: 415 - 428
Gauss–Christoffel quadrature for inverse regression: applications to computer experiments Andrew GlawsPaul G. Constantine OriginalPaper 07 June 2018 Pages: 429 - 447
Informed sub-sampling MCMC: approximate Bayesian inference for large datasets Florian MaireNial FrielPierre Alquier OriginalPaper 09 June 2018 Pages: 449 - 482
On the estimation of variance parameters in non-standard generalised linear mixed models: application to penalised smoothing María Xosé Rodríguez-ÁlvarezMaria DurbanPaul H. C. Eilers OriginalPaper 11 June 2018 Pages: 483 - 500
A consistent and numerically efficient variable selection method for sparse Poisson regression with applications to learning and signal recovery Sabrina GuastavinoFederico Benvenuto OriginalPaper 22 June 2018 Pages: 501 - 516
Long memory estimation for complex-valued time series Marina I. KnightMatthew A. Nunes OriginalPaper Open access 04 July 2018 Pages: 517 - 536
Latent mixture modeling for clustered data Shonosuke SugasawaGenya KobayashiYuki Kawakubo OriginalPaper 26 June 2018 Pages: 537 - 548
Rejection sampling for tempered Lévy processes Michael Grabchak OriginalPaper 06 July 2018 Pages: 549 - 558
Selecting the tuning parameter in penalized Gaussian graphical models Antonino AbbruzzoIvan VujačićErnst C. Wit OriginalPaper 09 July 2018 Pages: 559 - 569
Semiparametric Bayesian analysis for longitudinal mixed effects models with non-normal AR(1) errors Junshan ShenHanjun YuChunling Liu OriginalPaper 23 July 2018 Pages: 571 - 583
Hierarchical-block conditioning approximations for high-dimensional multivariate normal probabilities Jian CaoMarc G. GentonGeorge M. Turkiyyah OriginalPaper 30 July 2018 Pages: 585 - 598
Control variates for stochastic gradient MCMC Jack BakerPaul FearnheadChristopher Nemeth OriginalPaper Open access 04 August 2018 Pages: 599 - 615