Vaibhav Dixit
Vaibhav is involved in building analysis tooling in the SciML ecosystem in Julia and one of the developers of Pumas (https://pumas.ai).
Session
07-30
19:50
10min
Global Sensitivity Analysis for SciML models in Julia
Vaibhav Dixit
Majority of scientific modelling workflows involve doing global sensitivity analysis as an intermediate step. It can be used primarily in two stages, either before parameter estimation to simplify the fitting problem by fixing unimportant parameters or for analysis of the input parameters' influence on the output. GlobalSensitivity.jl is a package in the SciML ecosystem that provides a full suite of GSA methods that can be of great utility to a lot of practitioners.
Purple