Complexity to Forecast Flood: Problem Definition and Spatiotemporal Attention LSTM Solution

Table 4

Comparisons on Lech dataset with several comparative methods. Note that bold texts indicate best performance among comparative methods.

Models	RT+3	RT+6	RT+9	RA	MT+3 (%)	MT+6 (%)	MT+9 (%)	MA	DT+3	DT+6	DT+9	DA
FCN	51.27	82.54	123.4	85.74	12.82	20.64	30.85	21.44	0.88	0.70	0.32	0.63
SVM	63.99	79.98	92.49	78.82	16.00	20.00	23.12	19.71	0.82	0.72	0.62	0.72
LSTM	68.92	75.12	80.85	74.96	17.23	18.78	20.21	18.74	0.79	0.75	0.71	0.75
STA-LSTM	60.94	65.56	71.56	66.02	15.24	16.39	17.89	16.51	0.84	0.81	0.77	0.81