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

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.
10
1
3
100133
10.1016/j.simpa.2021.100133
https://arxiv.org/abs/2105.06713
Romor, F.; Tezzele, M.; Rozza, G.
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/20.500.11767/130230
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