ATHENA is an open source Python package for reduction in parameter space. It implements several advanced numerical analysis techniques such as Active Subspaces (AS), Kernel-based Active Subspaces (KAS), and Nonlinear Level-set Learning (NLL) method. It is intended as a tool for regression, sensitivity analysis, and in general to enhance existing numerical simulations' pipelines tackling the curse of dimensionality.
ATHENA: Advanced Techniques for High dimensional parameter spaces to Enhance Numerical Analysis / Romor, F.; Tezzele, M.; Rozza, G.. - In: SOFTWARE IMPACTS. - ISSN 2665-9638. - 10:(2021), pp. 1-3. [10.1016/j.simpa.2021.100133]
ATHENA: Advanced Techniques for High dimensional parameter spaces to Enhance Numerical Analysis
Romor F.;Tezzele M.;Rozza G.
2021-01-01
Abstract
ATHENA is an open source Python package for reduction in parameter space. It implements several advanced numerical analysis techniques such as Active Subspaces (AS), Kernel-based Active Subspaces (KAS), and Nonlinear Level-set Learning (NLL) method. It is intended as a tool for regression, sensitivity analysis, and in general to enhance existing numerical simulations' pipelines tackling the curse of dimensionality.I documenti in IRIS sono protetti da copyright e tutti i diritti sono riservati, salvo diversa indicazione.
