Table 1 Statistical information of the three datasets, NYC, TKY, and Dallas. The number of users, locations, and records are collected from raw and processed data
From: Human mobility prediction with causal and spatial-constrained multi-task network
NYC | TKY | Dallas | |||||||
|---|---|---|---|---|---|---|---|---|---|
\(|\mathcal{U}|\) | \(|\mathcal{L}|\) | \(|\mathcal{R}|\) | \(|\mathcal{U}|\) | \(|\mathcal{L}|\) | \(|\mathcal{R}|\) | \(|\mathcal{U}|\) | \(|\mathcal{L}|\) | \(|\mathcal{R}|\) | |
Raw | 1083 | 38,333 | 227,428 | 2293 | 61,858 | 573,703 | 5894 | 5767 | 167,016 |
Processed | 1083 | 4638 | 139,183 | 2293 | 7222 | 427,746 | 2412 | 5642 | 146,117 |
FPMC-D | 1083 | 4638 | 94,168 | 2293 | 7222 | 334,561 | 2412 | 5642 | 100,743 |
FPMC-W | 1083 | 4638 | 92,260 | 2293 | 7222 | 303,854 | 2412 | 5642 | 122,419 |
DeepMove | 1061 | 4627 | 111,968 | 2284 | 7206 | 333,215 | 1193 | 5346 | 93,911 |
Flashback | 439 | 4093 | 96,771 | 1451 | 6998 | 366,604 | 340 | 5434 | 82,287 |
LSTPM | 579 | 4128 | 62,511 | 1866 | 7007 | 273,880 | 587 | 5169 | 55,784 |
GeoSAN | 1073 | 4611 | 138,229 | 2289 | 7209 | 427,157 | 2300 | 5357 | 142,980 |
STAN | 1000 | 4503 | 82,783 | 2200 | 7047 | 201,831 | 2400 | 5615 | 95,656 |
GETNext | 1066 | 4621 | 131,920 | 2280 | 7200 | 414,993 | – | – | – |
Ours | 1065 | 4635 | 133,944 | 2280 | 7204 | 422,432 | 1357 | 5428 | 120,531 |