ML4WX

Climate analysis & attributionClassic

Causal Discovery for Climate Research Using Graphical Models

Imme Ebert-Uphoff, Yi Deng

Journal of Climate · · Colorado State University (incl. CIRA)

Paper

In one sentence. Accessible introduction to constraint-based causal discovery for climate scientists, illustrated on boreal winter atmospheric low-frequency modes.

Labels

Topic
Climate analysis & attribution
Type
Review, survey or tutorial
Method
Classical ML (trees, GP, linear, kernels)
Domain
Global
Data
ERA5 / reanalysis
Status
Research
Identifiers
DOI:10.1175/jcli-d-11-00387.1 OpenAlex:W2071312622
Added
2026-10-22

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