Table 8 An average proportion of accuracy variation explained by the regression models fit to the evaluated metrics presented for the two types of mobility sequences of varied spatio-temporal resolutions
From: Explaining human mobility predictions through a pattern matching algorithm
Next-place [%] | Next time-bin [%] | |||||||
|---|---|---|---|---|---|---|---|---|
1688 m | 204m | 33 m | 1688 m | 204m | 33 m | 1-hour | 30-minutes | |
ESR | 57.71 | 61.09 | 56.97 | 38.78 | 27.02 | 35.69 | 38.18 | 33.20 |
SR | 26.45 | 41.65 | 47.63 | 47.61 | 29.51 | 46.80 | 42.51 | 43.69 |
DR | 19.34 | 30.95 | 32.06 | 50.57 | 44.87 | 44.28 | 50.21 | 40.92 |
ESR + NStationarity | – | – | – | 47.92 | 45.03 | 47.14 | 52.88 | 42.95 |
SR + NStationarity | – | – | – | 75.63 | 48.92 | 67.64 | 72.68 | 62.60 |
DR + NStationarity | – | – | – | 48.91 | 52.28 | 47.99 | 57.46 | 47.10 |
Regularity + Stationarity | 23.79 | 24.36 | 31.89 | 43.28 | 38.12 | 38.49 | 40.62 | 36.44 |
GA | 55.27 | 55.32 | 56.98 | 75.69 | 51.84 | 61.50 | 64.91 | 57.09 |
GA + NStationarity | – | – | – | 80.55 | 65.48 | 66.49 | 74.56 | 66.41 |
IGA | 52.97 | 52.74 | 55.95 | 86.23 | 85.44 | 89.67 | 84.44 | 88.03 |
IGA + NStationarity | – | – | – | 88.55 | 86.49 | 90.33 | 87.53 | 89.23 |
\(\Pi _{\max}\) | 38.32 | 43.39 | 42.10 | 48.56 | 48.57 | 47.70 | 52.92 | 43.63 |