Research Article
Prediction of Individual Social-Demographic Role Based on Travel Behavior Variability Using Long-Term GPS Data
Table 7
Statistical analysis of variances of travel behavior features for threshold-40.
| Features | Statistical measures | Type 1 | Type 0 | ≤40 (1272) | >40 (847) | ≤40 (379) | >40 (174) |
| HH departure time SEM | Mean | 4.17 | 1.99 | 3.66 | 1.94 | Std. | 3.28 | 0.46 | 2.90 | 0.47 | t-value | 23.26 | — | 11.22 | — | p value | 0.00 | — | 0.00 | — |
| HH location entropy | Mean | 2.21 | 3.10 | 2.20 | 3.15 | Std. | 0.92 | 0.57 | 0.95 | 0.51 | t-value | −27.52 | — | −15.08 | — | p value | 0.00 | — | 0.00 | — |
| HH travel time SEM | Mean | 129.84 | 103.76 | 393.90 | 164.91 | Std. | 388.96 | 164.87 | 409.97 | 264.37 | t-value | 2.12 | — | 1.82 | — | p value | 0.03 | — | 0.07 | — |
| HH driving time ratio SEM | Mean | 0.06 | 0.03 | 0.06 | 0.03 | Std. | 0.05 | 0.01 | 0.06 | 0.01 | t-value | 21.29 | — | 10.22 | — | p value | 0.00 | — | 0.00 | — |
| HN departure time SEM | Mean | 1.46 | 0.83 | 2.42 | 1.11 | Std. | 2.23 | 0.59 | 2.95 | 0.60 | t-value | 9.53 | — | 8.22 | — | p value | 0.00 | — | 0.00 | — |
| HN location entropy | Mean | 0.89 | 1.32 | 0.98 | 1.38 | Std. | 0.77 | 0.75 | 0.93 | 0.98 | t-value | −12.89 | — | −4.44 | — | p value | 0.00 | — | 0.00 | — |
| HN travel time SEM | Mean | 46.38 | 52.15 | 36.16 | 23.12 | Std. | 276.03 | 192.73 | 103.15 | 37.95 | t-value | −0.57 | — | 2.16 | — | p value | 0.57 | — | 0.03 | — |
| HN driving time ratio SEM | Mean | 0.04 | 0.02 | 0.05 | 0.03 | Std. | 0.05 | 0.01 | 0.06 | 0.01 | t-value | 11.24 | — | 7.34 | — | p value | 0.00 | — | 0.00 | — |
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