Making confident decisions with model ensembles

Roussos, Joe; Bradley, RichardORCID logo; and Frigg, RomanORCID logo (2021) Making confident decisions with model ensembles. Philosophy of Science, 88 (3). pp. 439-460. ISSN 0031-8248
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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.

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