ML4WX

Benchmarks, datasets & evaluation

Identification and inter‐comparison of appropriate long‐term precipitation datasets using decision tree model and statistical matrix over China

Muhammad Abrar Faiz, Yongqiang Zhang, Faisal Baig, Dariusz Wrzesiński, Farah Naz

International Journal of Climatology ·

Paper

In one sentence. A fast-frugal decision tree ranks seven long-term precipitation datasets against 813 China gauge grids, placing APHRODITE first; machine learning is a light evaluation tool.

Labels

Topic
Benchmarks, datasets & evaluation, Observations & remote sensing
Type
Evaluation or intercomparison of existing models
Method
Classical ML (trees, GP, linear, kernels)
Domain
Regional
Data
Satellite, Station / in-situ
Status
Research
Identifiers
DOI:10.1002/joc.7113 OpenAlex:W3137981130
Added
2026-10-22

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