Table 7.

Meteorology

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]