ML4WX

Sub-seasonal to seasonal

Graph-Guided Regularized Regression of Pacific Ocean Climate Variables to Increase Predictive Skill of Southwestern U.S. Winter Precipitation

Abby Stevens, Rebecca M. Willett, Antonios Mamalakis, Efi Foufoula‐Georgiou, Alejandro Tejedor, James T. Randerson, Padhraic Smyth, Stephen J. Wright

Journal of Climate · · University of Chicago

PaperPDF

In one sentence. Graph-guided regularized regression on Pacific sea surface temperatures improves seasonal winter precipitation prediction in the southwestern US over benchmark regularizers and teleconnection models.

Labels

Topic
Sub-seasonal to seasonal, Climate analysis & attribution
Type
New model or method
Method
Classical ML (trees, GP, linear, kernels)
Time scale
Seasonal to annual
Domain
Regional
Data
CMIP / climate model output
Status
Research
Identifiers
DOI:10.1175/jcli-d-20-0079.1 OpenAlex:W3108142464
Added
2026-10-22

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