Making confident decisions with model ensembles
Roussos, J., Bradley, R.
& Frigg, R.
(2021).
Making confident decisions with model ensembles.
Philosophy of Science,
88(3), 439-460.
https://doi.org/10.1086/712818
Many policy decisions take input from collections of scientific models. Such decisions face significant and often poorly understood uncertainty. We rework the so-called confidence approach to tackle decision-making under severe uncertainty with multiple models, and we illustrate the approach with a case study: insurance pricing using hurricane models. The confidence approach has important consequences for this case and offers a powerful framework for a wide class of problems. We end by discussing different ways in which model ensembles can feed information into the approach, appropriate to different collections of models.
| Item Type | Article |
|---|---|
| Copyright holders | © 2020 by the Philosophy of Science |
| Departments | LSE > Academic Departments > Philosophy, Logic and Scientific Method |
| DOI | 10.1086/712818 |
| Date Deposited | 26 Mar 2020 |
| Acceptance Date | 25 Mar 2020 |
| URI | https://researchonline.lse.ac.uk/id/eprint/103844 |
Explore Further
- http://www.lse.ac.uk/cpnss/people/richard-bradley (Author)
- http://www.lse.ac.uk/cpnss/people/roman-frigg (Author)
- https://www.scopus.com/pages/publications/85108308315 (Scopus publication)
- https://www.journals.uchicago.edu/toc/phos/current (Official URL)
ORCID: https://orcid.org/0000-0003-2184-7844
ORCID: https://orcid.org/0000-0003-0812-0907