damar-wicaksono / uqtestfuns

A Python3 library of test functions from the uncertainty quantification community with a common interface for validation and benchmarking purposes.
https://uqtestfuns.readthedocs.io/en/latest/
MIT License
8 stars 0 forks source link

Add a series of sensitivity analysis polynomial test functions from Sobol' (1993) #262

Open damar-wicaksono opened 1 year ago

damar-wicaksono commented 1 year ago

Sobol's 1993 paper[^Sobol1993] includes three polynomial test functions with analytical moments and sensitivity indices (as well as interesting limits in high dimension). Add them to the code base.

[^Sobol1993]: I. M. Sobol’, “Sensitivity Estimates for Nonlinear Mathematical Models,” Mathematical Modelling and Computational Experiments, vol. 1, no. 4, pp. 407–414, 1993.