How to avoid a perfunctory sensitivity analysis

@article{Saltelli2010HowTA,
  title={How to avoid a perfunctory sensitivity analysis},
  author={Andrea Saltelli and Paola Annoni},
  journal={Environmental Modelling and Software},
  year={2010},
  volume={25},
  pages={1508-1517}
}
Mathematical modelers from different disciplines and regulatory agencies worldwide agree on the importance of a careful sensitivity analysis (SA) of model-based inference. The most popular SA practice seen in the literature is that of ’one-factor-at-a-time’ (OAT). This consists of analyzing the effect of varying one model input factor at a time while keeping all other fixed. While the shortcomings of OAT are known from the statistical literature, its widespread use among modelers raises concern… CONTINUE READING
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