The Zoltar forecast archive, a tool to standardize and store interdisciplinary prediction research

被引:5
|
作者
Reich, Nicholas G. [1 ]
Cornell, Matthew [1 ]
Ray, Evan L. [1 ]
House, Katie [2 ]
Le, Khoa [2 ]
机构
[1] Univ Massachusetts, Dept Biostat & Epidemiol, Amherst, MA 01003 USA
[2] Univ Massachusetts, Coll Informat & Comp Sci, Amherst, MA 01003 USA
关键词
D O I
10.1038/s41597-021-00839-5
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Forecasting has emerged as an important component of informed, data-driven decision-making in a wide array of fields. We introduce a new data model for probabilistic predictions that encompasses a wide range of forecasting settings. This framework clearly defines the constituent parts of a probabilistic forecast and proposes one approach for representing these data elements. The data model is implemented in Zoltar, a new software application that stores forecasts using the data model and provides standardized API access to the data. In one real-time case study, an instance of the Zoltar web application was used to store, provide access to, and evaluate real-time forecast data on the order of 10(8) rows, provided by over 40 international research teams from academia and industry making forecasts of the COVID-19 outbreak in the US. Tools and data infrastructure for probabilistic forecasts, such as those introduced here, will play an increasingly important role in ensuring that future forecasting research adheres to a strict set of rigorous and reproducible standards.
引用
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页数:11
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