ML4WX

Climate analysis & attribution

Causal inference for time series

Jakob Runge, Andreas Gerhardus, Gherardo Varando, Veronika Eyring, Gustau Camps-Valls

Nature Reviews Earth & Environment ·

Paper

In one sentence. Review of causal inference methods for time series, showing how causal discovery and attribution tools apply to Earth system and climate data.

Labels

Topic
Climate analysis & attribution
Type
Review, survey or tutorial
Method
Classical ML (trees, GP, linear, kernels)
Domain
Global
Data
Other
Status
Research
Identifiers
DOI:10.1038/s43017-023-00431-y OpenAlex:W4382281637
Added
2026-10-22

Labels and summary are generated by Claude and reviewed weekly. Wrong? Edit this entry.