Week 3–4 Prediction of Wintertime CONUS Temperature Using Machine Learning Techniques

Week 3–4 Prediction of Wintertime CONUS Temperature Using Machine Learning Techniques

This paper shows that skillful week 3–4 predictions of a large-scale pattern of 2 m temperature over the US can be made based on the Nino3.4 index alone, where skillful is defined to be better than climatology. To find more skillful regression models, this paper explores various machine learning str...

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Bibliographic Details
Main Authors: Paul Buchmann, Timothy DelSole
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-08-01
Series:Frontiers in Climate
Subjects:
machine learning
ridge regression
lasso
subseasonal prediction
week 3–4
ENSO
Online Access:https://www.frontiersin.org/articles/10.3389/fclim.2021.697423/full

Internet

https://www.frontiersin.org/articles/10.3389/fclim.2021.697423/full

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