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Table 7 Meteorology

From: CatBoost for big data: an interdisciplinary review

Title

Short-term weather forecast based on wavelet denoising and catboost

Description

Use CatBoost to predict weather-related observations, and compare to other machine learning algorithms doing the same task

Performance metric

unique method, based on root mean squared error

Winner

CatBoost

Reference

[51]

Title

Evaluation of CatBoost method for prediction of reference evapotranspiration in humid regions

Description

compare CatBoost, \(\text {SVM}\), and \(\text {RF}\) ability to predict amount of water lost through evaporation and transpiration

Performance metric

MAPE, RSME, R2

Winner

Results do not indicate clear overall-winner

Reference

[33]