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Dimensionality reduction and surrogate modelling for high-dimensional UQ problems
(2017)Other Conference Item -
Towards the second year milestone: the UQLab development roadmap
(2017)Uncertainty quantification is rapidly becoming a well-established topic in many fields of engineering and applied sciences. However, the lack of proper software tools that combine generality, accessibility, ease of use and state-of-the-art techniques has somewhat hindered the diffusion of many powerful tools to a wider scientific audience. Under these premises, the UQLab software project started in ETH Zurich in early 2013 with the aim ...Other Conference Item -
Vine copula modeling of high-dimensional inputs in uncertainty quantification problems
(2017)Book of abstractsOther Conference Item -
Combining feature mapping and Gaussian process modelling in the context of UQ
(2016)Other Conference Item -
Sparse polynomial chaos expansions as a machine learning regression technique
(2015)Other Conference Item