Frost Forecasting considering Geographical Characteristics

Table 10

Summary of XGBoost results by group.

Group		SMOTE X			SMOTE O
		Weather	Weather + geographic	Weather + geographic + previous day’s frost	Weather + geographic + previous day’sfrost
Island	Accuracy	0.950	0.952	0.959	0.945
	Precision	0.649	0.697	0.742	0.553
	Recall	0.426	0.417	0.526	0.639
	F1-score	0.515	0.522	0.615	0.593
	CSI	0.346	0.353	0.444	0.421
Inland	Accuracy	0.889	0.893	0.915	0.909
	Precision	0.833	0.834	0.877	0.845
	Recall	0.771	0.788	0.820	0.838
	F1-score	0.801	0.810	0.847	0.842
	CSI	0.668	0.681	0.735	0.726