Toward SALib 2.0: Advancing the accessibility and interpretability of global sensitivity analyses
Australian National University · KTH Royal Institute of Technology · +1 more institution
Abstract
Sensitivity analysis is now considered a standard practice in environmental modeling. Several open-source libraries, such as the Sensitivity Analysis Library (SALib), have been published in the recent past aimed at simplifying the application of sensitivity analyses. Still, there remain issues in software usability and accessibility, as well as a lack of guidance in the interpretation of sensitivity analysis results. This paper describes the changes made and planned to SALib to advance the ease with which modelers may conduct sensitivity analysis and interpret results. We further offer our perspectives from the past 7 years of maintaining SALib for the consideration of those aspiring to launch their own…
Citation impact
- FWCI
- 28.56
- Percentile
- 100%
- References
- 65
Authors
3Topics & keywords
- Interpretability
- Sensitivity (control systems)
- Computer science
- Usability
- Software
- Data science
- Software engineering
- Risk analysis (engineering)