Computer predictive models for particle laden flows: parametric and structural uncertainties
F. A. Rochinha*, G. M. Guerra, F. Horta, M. Mattoso, R. N. Elias, A. L. G. A. Coutinho and H. Ferreira da Costa

High-dimensional sparse surrogate construction via Bayesian compressive sensing
K. Sargsyan*, C. Safta, H. N. Najm, B. Debusschere, D. Ricciuto and P. Thornton

Polynomial chaos-based metamodeling for solving inverse heat conduction problems
J. B. Nagel and B. Sudret*

Dimension-independent likelihood informed MCMC
T. Cui, K. J. H. Law* and Y. M. Marzouk

Numerical modelling of flow-induced vibrations on structures with uncertain input parameters
G. M. Guerra* and F. A. Rochinha

Particle swarm optimization algorithms for solving large systems of nonlinear equations
R. N. Machado*, L. G. Lopes and G. P. Dimuro