Human Origin-Destination Flow Prediction Based on Large Scale Mobile Signal Data

Table 1

Experimental result comparison.

	Lasso		Random Forest		LightGBM
	Loss	RMSE	Loss	RMSE	Loss	RMSE
No embedding	19.74	25.12	18.82	23.45	18.74	23.49
With	14.96	19.98	14.70	18.66	14.01	18.17
With	9.72	12.27	7.80	10.38	7.72	10.06
With	12.77	15.83	12.73	15.75	12.69	15.43
With fusion	7.45	9.54	6.51	9.37	6.05	8.45