Table 10.
Detailed episode forecasting in the PSR sample.
Time (hours) per episode | Observations per episode | |||||||||||||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
Observed | Forecasted | Observed | Forecasted | |||||||||||||||||
Episode: | 1st | 2nd | 3rd | 4th | 5th | 1st | 2nd | 3rd | 4th | 5th | 1 | 2 | 3 | 4 | 5 | 1 | 2 | 3 | 4 | 5 |
Home | 4485 | 4314 | 1912 | 471 | 179 | 5537 | 3601 | 1057 | 222 | 65 | 39 | 391 | 203 | 58 | 23 | 248 | 279 | 149 | 17 | 0 |
Work | 2464 | 370 | 76 | 18 | 0 | 2148 | 497 | 132 | 42 | 16 | 257 | 71 | 20 | 7 | 1 | 309 | 42 | 1 | 0 | 0 |
Shopping | 143 | 39 | 17 | 6 | 2 | 273 | 79 | 24 | 8 | 3 | 194 | 60 | 27 | 11 | 4 | 229 | 37 | 2 | 0 | 0 |
Education | 124 | 18 | 3 | 0 | 0 | 107 | 9 | 1 | 0 | 0 | 21 | 5 | 1 | 0 | 0 | 19 | 0 | 0 | 0 | 0 |
Medical | 99 | 4 | 1 | 0 | 0 | 132 | 9 | 1 | 0 | 0 | 79 | 3 | 1 | 0 | 0 | 54 | 0 | 0 | 0 | 0 |
Personal business | 91 | 29 | 9 | 6 | 0 | 108 | 30 | 8 | 2 | 1 | 108 | 28 | 14 | 3 | 1 | 129 | 9 | 0 | 0 | 0 |
Drop-off/pick-up | 27 | 12 | 2 | 1 | 0 | 39 | 23 | 7 | 1 | 1 | 48 | 27 | 5 | 3 | 0 | 87 | 6 | 0 | 0 | 0 |
Exercise | 121 | 14 | 1 | 0 | 0 | 169 | 28 | 4 | 1 | 0 | 111 | 10 | 0 | 1 | 0 | 89 | 2 | 0 | 0 | 0 |
Eat out | 122 | 24 | 2 | 2 | 0 | 194 | 33 | 5 | 1 | 0 | 140 | 18 | 3 | 2 | 0 | 133 | 6 | 0 | 0 | 0 |
Leisure | 419 | 80 | 11 | 12 | 0 | 350 | 74 | 16 | 3 | 1 | 118 | 16 | 3 | 2 | 0 | 105 | 3 | 0 | 0 | 0 |
Religious | 78 | 13 | 0 | 1 | 0 | 86 | 16 | 3 | 1 | 0 | 29 | 6 | 0 | 1 | 0 | 27 | 0 | 0 | 0 | 0 |
Travel | 1274 | 1987 | 724 | 0 | 0 | 0 | 0 | 725 | ||||||||||||
Other | 257 | 201 | 40 | 0 | 0 | 0 | 0 | 32 | ||||||||||||
RMSE (sample) | 399 | 219 | 258 | 75 | 35 | 68 | 37 | 19 | 13 | 7 |