Table 7. Average borrowing period prediction results.

	long-term (94 periods)			medium-term (54 periods)			short-term (24 periods)
	RMSE	MAPE	SMAPE	RMSE	MAPE	SMAPE	RMSE	MAPE	SMAPE
LSTM	0.280	15.072%	13.129%	0.295	17.077%	14.493%	0.211	11.874%	11.535%
AttLSTM	0.276	13.496%	12.287%	0.316	16.762%	14.757%	0.215	12.057%	11.439%
SVR	0.796	37.433%	27.664%	0.781	29.934%	26.867%	0.759	34.754%	29.962%
MLP	0.864	39.625%	31.651%	0.997	50.198%	36.946%	1.049	35.339%	37.890%
Random Forest	0.877	33.005%	34.944%	0.959	31.544%	35.153%	0.779	34.484%	36.245%

Note: The part in bold is the model’s evaluation indicator results with the best prediction effect.