Multigraph Aggregation Spatiotemporal Graph Convolution Network for Ride-Hailing Pick-Up Region Prediction

Table 1

Overview of related work to pick-up region prediction.

Method	Technology	Related model
Traditional methods	Spatial cluster methods	Point cluster [13]
		Trajectory cluster [14]
	Time series methods	Taxi-RS [15]
		ARIMA [16]
Machine learning methods	Genetic algorithm	PGA [17]
		HGA [18]
	LSTM	ConvLSTM [19]
		LSTM and GRU [20]
Deep learning methods	GCN	GCN [21, 22]
		ST-ED-RMGC [23]
	Attention mechanism	MRA [24]