| 5-Cluster Model | ||||||
| Number of cases | 494 | |||||
| Number of parameters (Npar) | 114 | |||||
| Activated Constraints | 0 | |||||
| Random Seed | 117608 | |||||
| Best Start Seed | 1291660 | |||||
| Log-likelihood Statistics | ||||||
| Log-likelihood (LL) | -11313,5054 | |||||
| Log-prior | -1846,9336 | |||||
| Log-posterior | -13160,4390 | |||||
| BIC (based on LL) | 23334,0999 | |||||
| AIC (based on LL) | 22855,0109 | |||||
| AIC3 (based on LL) | 22969,0109 | |||||
| CAIC (based on LL) | 23448,0999 | |||||
| SABIC (based on LL) | 22972,2624 | |||||
| Classification Statistics | Clusters | |||||
| Classification errors | 0,0006 | |||||
| Reduction of errors (Lambda) | 0,9987 | |||||
| Entropy R-squared | 0,9981 | |||||
| Standard R-squared | 0,9984 | |||||
| Classification log-likelihood | -11314,6880 | |||||
| Entropy | 1,1825 | |||||
| CLC | 22629,3759 | |||||
| AWE | 24385,5540 | |||||
| ICL-BIC | 23336,4650 | |||||
| Classification Table | Modal | |||||
| Latent | Cluster1 | Cluster2 | Cluster3 | Cluster4 | Cluster5 | Total |
| Cluster1 | 272,9966 | 0,0000 | 0,0000 | 0,0005 | 0,0000 | 272,9972 |
| Cluster2 | 0,0000 | 76,9710 | 0,0000 | 0,0195 | 0,0000 | 76,9904 |
| Cluster3 | 0,0000 | 0,0278 | 64,9356 | 0,0000 | 0,1643 | 65,1278 |
| Cluster4 | 0,0034 | 0,0001 | 0,0000 | 49,9800 | 0,0000 | 49,9835 |
| Cluster5 | 0,0000 | 0,0011 | 0,0644 | 0,0000 | 28,8357 | 28,9012 |
| Total | 273,0000 | 77,0000 | 65,0000 | 50,0000 | 29,0000 | 494,0000 |
| Classification Table | Proportional | |||||
| Latent | Cluster1 | Cluster2 | Cluster3 | Cluster4 | Cluster5 | Total |
| Cluster1 | 272,9933 | 0,0000 | 0,0000 | 0,0038 | 0,0000 | 272,9972 |
| Cluster2 | 0,0000 | 76,9423 | 0,0277 | 0,0193 | 0,0011 | 76,9904 |
| Cluster3 | 0,0000 | 0,0277 | 64,8990 | 0,0000 | 0,2011 | 65,1278 |
| Cluster4 | 0,0038 | 0,0193 | 0,0000 | 49,9603 | 0,0000 | 49,9835 |
| Cluster5 | 0,0000 | 0,0011 | 0,2011 | 0,0000 | 28,6989 | 28,9012 |
| Total | 272,9972 | 76,9904 | 65,1278 | 49,9835 | 28,9012 | 494,0000 |
| Files | ||||||
| Infile | C:\Users\fadebbag\OneDrive - Vrije Universiteit Brussel\MOBI\Publications\Thesis Paper\Part A Submission\Reviews\Data\Files for 4TU\Activities_Travel_Differences.sav | |||||
| Output | Classification_Mode.sav | |||||
| Options | ||||||
| threads | 12 | |||||
| algorithm | ||||||
| tolerance | 1e-008 | |||||
| emtolerance | 0,01 | |||||
| emiterations | 250 | |||||
| nriterations | 50 | |||||
| startvalues | ||||||
| seed | 0 | |||||
| sets | 3000 | |||||
| tolerance | 1e-005 | |||||
| iterations | 300 | |||||
| bayes | ||||||
| categorical | 1 | |||||
| variances | 1 | |||||
| latent | 1 | |||||
| poisson | 1 | |||||
| quadrature | ||||||
| nodes | 10 | |||||
| missing | excludeall | |||||
| output | ||||||
| parameters | effect | |||||
| standard errors | standard | |||||
| bivariate residuals | marginal | |||||
| sample size BIC | 494 | |||||
| predictionstatistics | no | |||||
| outfile | ||||||
| file name | Classification_Mode.sav | |||||
| classification | posterior | |||||
| prediction | no | |||||
| simulation | no | |||||
| seed | 0 | |||||
| individualcoefficients | no | |||||
| id | no | |||||
| Variable Detail | ||||||
| 11 Indicators | ||||||
| WorkOnboard | Continuous | |||||
| SpareTimeOnboard | Continuous | |||||
| GettingReadyOnboard | Continuous | |||||
| MealOnboard | Continuous | |||||
| WorkStationary | Continuous | |||||
| SpareTimeStationary | Continuous | |||||
| SleepStationary | Continuous | |||||
| GettingReadyStationary | Continuous | |||||
| MealStationary | Continuous | |||||
| DifferenceWorkTrip | Continuous | |||||
| DifferenceHomeTrip | Continuous | |||||
| Models for Indicators | ||||||||
| Cluster1 | Cluster2 | Cluster3 | Cluster4 | Cluster5 | Wald | p-value | R² | |
| WorkOnboard | ||||||||
| -13,4625 | -13,4625 | 26,4179 | 5,7385 | -5,2313 | 84,6494 | 1,8e-17 | 0,3474 | |
| SpareTimeOnboard | ||||||||
| -15,5708 | -15,5708 | -1,0420 | 35,0451 | -2,8616 | 100,1616 | 9,1e-21 | 0,4401 | |
| GettingReadyOnboard | ||||||||
| -3,7434 | -3,7434 | -3,7387 | -3,9945 | 15,2200 | 22,5600 | 0,00016 | 0,4048 | |
| MealOnboard | ||||||||
| -5,2681 | -5,2681 | 8,1357 | -5,2681 | 7,6685 | 45,5591 | 3,0e-9 | 0,2697 | |
| WorkStationary | ||||||||
| 5,7494 | 12,5783 | -25,4909 | 6,2775 | 0,8858 | 37,1936 | 1,6e-7 | 0,1018 | |
| SpareTimeStationary | ||||||||
| -8,2271 | -4,8205 | 14,4610 | -6,9851 | 5,5717 | 20,6308 | 0,00037 | 0,0352 | |
| SleepStationary | ||||||||
| -4,1223 | -0,0576 | 9,1098 | -4,3445 | -0,5855 | 23,3171 | 0,00011 | 0,0378 | |
| GettingReadyStationary | ||||||||
| 2,8371 | 5,2583 | 1,3292 | 2,8371 | -12,2616 | 11,7172 | 0,020 | 0,0538 | |
| MealStationary | ||||||||
| 5,6757 | 4,4244 | 1,0364 | 5,6915 | -16,8281 | 12,4714 | 0,014 | 0,0548 | |
| DifferenceWorkTrip | ||||||||
| 1,8768 | 5,0494 | 7,6306 | 1,8569 | -16,4137 | 14,0957 | 0,0070 | 0,0278 | |
| DifferenceHomeTrip | ||||||||
| 17,4913 | 11,6238 | -7,9544 | 17,5865 | -38,7472 | 23,8553 | 8,5e-5 | 0,0192 | |
| Intercepts | Overall | Wald | p-value | |||||
| WorkOnboard | ||||||||
| 13,4625 | 67,4584 | 2,2e-16 | ||||||
| SpareTimeOnboard | ||||||||
| 15,5708 | 90,9548 | 1,5e-21 | ||||||
| GettingReadyOnboard | ||||||||
| 3,7434 | 20,1298 | 7,2e-6 | ||||||
| MealOnboard | ||||||||
| 5,2681 | 29,7024 | 5,0e-8 | ||||||
| WorkStationary | ||||||||
| -5,7494 | 3,4030 | 0,065 | ||||||
| SpareTimeStationary | ||||||||
| 8,2270 | 7,3374 | 0,0068 | ||||||
| SleepStationary | ||||||||
| 4,1223 | 4,0103 | 0,045 | ||||||
| GettingReadyStationary | ||||||||
| -2,8371 | 4,9247 | 0,026 | ||||||
| MealStationary | ||||||||
| -5,6757 | 9,3932 | 0,0022 | ||||||
| DifferenceWorkTrip | ||||||||
| -1,8565 | 0,7837 | 0,38 | ||||||
| DifferenceHomeTrip | ||||||||
| -17,4913 | 1,3738 | 0,24 | ||||||
| Error Variances | Cluster1 | Cluster2 | Cluster3 | Cluster4 | Cluster5 | |||
| WorkOnboard | 0,4048 | 1,4327 | 1571,4160 | 1199,1969 | 544,5618 | |||
| SpareTimeOnboard | 0,3930 | 1,3908 | 597,3108 | 1847,5020 | 590,9026 | |||
| GettingReadyOnboard | 0,0361 | 0,1278 | 0,1596 | 1,7089 | 497,7272 | |||
| MealOnboard | 0,0738 | 0,2611 | 320,6456 | 0,4016 | 531,9174 | |||
| WorkStationary | 0,9126 | 3843,9129 | 1811,7187 | 12,7985 | 4759,8495 | |||
| SpareTimeStationary | 1,2746 | 7858,5137 | 2210,4285 | 22,6051 | 2718,3271 | |||
| SleepStationary | 0,3849 | 2020,3919 | 521,1016 | 3,2756 | 2067,4690 | |||
| GettingReadyStationary | 0,1924 | 1255,4330 | 108,0819 | 1,0473 | 654,9518 | |||
| MealStationary | 0,3787 | 2023,9495 | 683,8659 | 3,1278 | 1407,3394 | |||
| DifferenceWorkTrip | 0,7861 | 4971,2059 | 400,7221 | 3,6711 | 1126,0931 | |||
| DifferenceHomeTrip | 8,4212 | 12142,4201 | 1824,3357 | 47,5172 | 155488,0767 | |||
| Model for Clusters | ||||||||
| Intercept | Cluster1 | Cluster2 | Cluster3 | Cluster4 | Cluster5 | Wald | p-value | |
| 1,3257 | 0,0618 | -0,1051 | -0,3688 | -0,9137 | 311,5923 | 3,4e-66 | ||
| Loadings | Clusters | R² |
| WorkOnboard | 0,5894 | 0,3474 |
| SpareTimeOnboard | 0,6634 | 0,4401 |
| GettingReadyOnboard | 0,6362 | 0,4048 |
| MealOnboard | 0,5193 | 0,2697 |
| WorkStationary | 0,3190 | 0,1018 |
| SpareTimeStationary | 0,1875 | 0,0352 |
| SleepStationary | 0,1944 | 0,0378 |
| GettingReadyStationary | 0,2319 | 0,0538 |
| MealStationary | 0,2341 | 0,0548 |
| DifferenceWorkTrip | 0,1667 | 0,0278 |
| DifferenceHomeTrip | 0,1384 | 0,0192 |
| Cluster1 | Cluster2 | Cluster3 | Cluster4 | Cluster5 | |
| Cluster Size | 0,5519 | 0,1559 | 0,1320 | 0,1014 | 0,0588 |
| Indicators | |||||
| WorkOnboard | |||||
| Mean | 0,0000 | 0,0000 | 39,8804 | 19,2011 | 8,2312 |
| SpareTimeOnboard | |||||
| Mean | 0,0000 | 0,0000 | 14,5288 | 50,6159 | 12,7092 |
| GettingReadyOnboard | |||||
| Mean | 0,0000 | 0,0000 | 0,0047 | -0,2511 | 18,9634 |
| MealOnboard | |||||
| Mean | 0,0000 | 0,0000 | 13,4037 | 0,0000 | 12,9366 |
| WorkStationary | |||||
| Mean | 0,0000 | 6,8289 | -31,2403 | 0,5281 | -4,8636 |
| SpareTimeStationary | |||||
| Mean | -0,0000 | 3,4065 | 22,6880 | 1,2419 | 13,7988 |
| SleepStationary | |||||
| Mean | -0,0000 | 4,0647 | 13,2321 | -0,2222 | 3,5368 |
| GettingReadyStationary | |||||
| Mean | 0,0000 | 2,4213 | -1,5078 | 0,0000 | -15,0987 |
| MealStationary | |||||
| Mean | 0,0000 | -1,2513 | -4,6393 | 0,0158 | -22,5038 |
| DifferenceWorkTrip | |||||
| Mean | 0,0203 | 3,1929 | 5,7740 | 0,0004 | -18,2702 |
| DifferenceHomeTrip | |||||
| Mean | 0,0000 | -5,8675 | -25,4458 | 0,0952 | -56,2385 |
| Cluster1 | Cluster2 | Cluster3 | Cluster4 | Cluster5 | |
| Overall | 0,5519 | 0,1559 | 0,1320 | 0,1014 | 0,0588 |
| Indicators | |||||
| WorkOnboard | |||||
| -53,33 - -5,556 | 0,0000 | 0,0000 | 0,2857 | 0,1426 | 0,5717 |
| 0 - 0 | 0,6478 | 0,1830 | 0,0547 | 0,0761 | 0,0383 |
| 5,556 - 100 | 0,0000 | 0,0000 | 0,6080 | 0,2576 | 0,1344 |
| SpareTimeOnboard | |||||
| -26,67 - -5,556 | 0,0000 | 0,0000 | 0,5000 | 0,0000 | 0,5000 |
| 0 - 0 | 0,6372 | 0,1800 | 0,0959 | 0,0421 | 0,0447 |
| 5,556 - 100 | 0,0000 | 0,0000 | 0,3614 | 0,5000 | 0,1386 |
| GettingReadyOnboard | |||||
| -50 - -5,882 | 0,0000 | 0,0000 | 0,0000 | 0,6667 | 0,3333 |
| 0 - 0 | 0,5802 | 0,1639 | 0,1384 | 0,1023 | 0,0151 |
| 1,852 - 50 | 0,0000 | 0,0000 | 0,0078 | 0,0000 | 0,9922 |
| MealOnboard | |||||
| -11,11 - -11,11 | 0,0000 | 0,0000 | 0,9973 | 0,0000 | 0,0027 |
| 0 - 0 | 0,6033 | 0,1705 | 0,0731 | 0,1108 | 0,0423 |
| 5,263 - 100 | 0,0000 | 0,0000 | 0,7588 | 0,0000 | 0,2412 |
| WorkStationary | |||||
| -287,5 - -3,333 | 0,0000 | 0,3730 | 0,4555 | 0,0267 | 0,1448 |
| 0 - 0 | 0,7353 | 0,0620 | 0,0593 | 0,1189 | 0,0245 |
| 2,564 - 227,8 | 0,0000 | 0,5418 | 0,1871 | 0,0830 | 0,1881 |
| SpareTimeStationary | |||||
| -387,5 - -2,564 | 0,0000 | 0,6664 | 0,2051 | 0,0257 | 0,1028 |
| 0 - 0 | 0,7453 | 0,0301 | 0,0661 | 0,1178 | 0,0408 |
| 3,333 - 187,5 | 0,0000 | 0,4492 | 0,3706 | 0,0672 | 0,1129 |
| SleepStationary | |||||
| -125 - -3,333 | 0,0000 | 0,5997 | 0,1750 | 0,0500 | 0,1753 |
| 0 - 0 | 0,7159 | 0,0578 | 0,0740 | 0,1262 | 0,0260 |
| 4,762 - 237,5 | 0,0000 | 0,4243 | 0,4103 | 0,0000 | 0,1654 |
| GettingReadyStationary | |||||
| -109,1 - -2,564 | 0,0000 | 0,4219 | 0,2215 | 0,0000 | 0,3566 |
| 0 - 0 | 0,6636 | 0,0828 | 0,1096 | 0,1219 | 0,0221 |
| 3,333 - 125 | 0,0000 | 0,6312 | 0,2675 | 0,0000 | 0,1013 |
| MealStationary | |||||
| -212,5 - -3,333 | 0,0000 | 0,3807 | 0,4123 | 0,0159 | 0,1912 |
| 0 - 0 | 0,6922 | 0,0686 | 0,0741 | 0,1221 | 0,0430 |
| 5,556 - 116,7 | 0,0000 | 0,7026 | 0,2700 | 0,0270 | 0,0004 |
| DifferenceWorkTrip | |||||
| -461,1 - -2,564 | 0,0000 | 0,4355 | 0,2559 | 0,0000 | 0,3086 |
| 0 - 0 | 0,6828 | 0,0629 | 0,0934 | 0,1259 | 0,0350 |
| 5,556 - 252,4 | 0,0174 | 0,6137 | 0,3159 | 0,0001 | 0,0529 |
| DifferenceHomeTrip | |||||
| -1513 - -3,333 | 0,0000 | 0,3968 | 0,4558 | 0,0147 | 0,1328 |
| 0 - 0 | 0,7066 | 0,0571 | 0,0756 | 0,1220 | 0,0387 |
| 2,564 - 637,5 | 0,0000 | 0,6999 | 0,1247 | 0,0500 | 0,1254 |
| Indicators | WorkOnboard | SpareTimeOnboard | GettingReadyOnboard | MealOnboard | WorkStationary | SpareTimeStationary | SleepStationary | GettingReadyStationary | MealStationary | DifferenceWorkTrip | DifferenceHomeTrip |
| WorkOnboard | . | ||||||||||
| SpareTimeOnboard | 4,5215 | . | |||||||||
| GettingReadyOnboard | 0,8530 | 0,0111 | . | ||||||||
| MealOnboard | 2,5539 | 0,0323 | 0,4245 | . | |||||||
| WorkStationary | 7,5628 | 1,4687 | 1,1006 | 2,7385 | . | ||||||
| SpareTimeStationary | 4,4621 | 0,2483 | 0,2640 | 1,8688 | 9,1496 | . | |||||
| SleepStationary | 0,2765 | 0,5837 | 0,4541 | 1,1486 | 0,2236 | 2,7848 | . | ||||
| GettingReadyStationary | 0,2746 | 0,4895 | 1,2895 | 1,6894 | 0,6600 | 0,7109 | 1,8742 | . | |||
| MealStationary | 2,3906 | 0,1925 | 0,9088 | 3,9796 | 1,4373 | 2,8857 | 1,7190 | 1,4772 | . | ||
| DifferenceWorkTrip | 0,7797 | 0,1290 | 1,0495 | 0,6326 | 5,4320 | 0,2611 | 1,4018 | 1,6072 | 1,4808 | . | |
| DifferenceHomeTrip | 4,2833 | 0,7265 | 0,0017 | 1,2817 | 9,4804 | 6,8587 | 0,6340 | 0,2056 | 0,8700 | 0,1661 | . |
| Cluster | |||||
| 1 | 2 | 3 | 4 | 5 | |
| 0,5519 | 0,1559 | 0,1320 | 0,1014 | 0,0588 | |
| WorkOnboard | |||||
| Cluster | Mean | ||||
| 1 | 0,0000 | ||||
| 2 | 0,0000 | ||||
| 3 | 39,8804 | ||||
| 4 | 19,2011 | ||||
| 5 | 8,2312 | ||||
| SpareTimeOnboard | |||||
| Cluster | Mean | ||||
| 1 | 0,0000 | ||||
| 2 | 0,0000 | ||||
| 3 | 14,5288 | ||||
| 4 | 50,6159 | ||||
| 5 | 12,7092 | ||||
| GettingReadyOnboard | |||||
| Cluster | Mean | ||||
| 1 | 0,0000 | ||||
| 2 | 0,0000 | ||||
| 3 | 0,0047 | ||||
| 4 | -0,2511 | ||||
| 5 | 18,9634 | ||||
| MealOnboard | |||||
| Cluster | Mean | ||||
| 1 | 0,0000 | ||||
| 2 | 0,0000 | ||||
| 3 | 13,4037 | ||||
| 4 | 0,0000 | ||||
| 5 | 12,9366 | ||||
| WorkStationary | |||||
| Cluster | Mean | ||||
| 1 | 0,0000 | ||||
| 2 | 6,8289 | ||||
| 3 | -31,2403 | ||||
| 4 | 0,5281 | ||||
| 5 | -4,8636 | ||||
| SpareTimeStationary | |||||
| Cluster | Mean | ||||
| 1 | -0,0000 | ||||
| 2 | 3,4065 | ||||
| 3 | 22,6880 | ||||
| 4 | 1,2419 | ||||
| 5 | 13,7988 | ||||
| SleepStationary | |||||
| Cluster | Mean | ||||
| 1 | -0,0000 | ||||
| 2 | 4,0647 | ||||
| 3 | 13,2321 | ||||
| 4 | -0,2222 | ||||
| 5 | 3,5368 | ||||
| GettingReadyStationary | |||||
| Cluster | Mean | ||||
| 1 | 0,0000 | ||||
| 2 | 2,4213 | ||||
| 3 | -1,5078 | ||||
| 4 | 0,0000 | ||||
| 5 | -15,0987 | ||||
| MealStationary | |||||
| Cluster | Mean | ||||
| 1 | 0,0000 | ||||
| 2 | -1,2513 | ||||
| 3 | -4,6393 | ||||
| 4 | 0,0158 | ||||
| 5 | -22,5038 | ||||
| DifferenceWorkTrip | |||||
| Cluster | Mean | ||||
| 1 | 0,0203 | ||||
| 2 | 3,1929 | ||||
| 3 | 5,7740 | ||||
| 4 | 0,0004 | ||||
| 5 | -18,2702 | ||||
| DifferenceHomeTrip | |||||
| Cluster | Mean | ||||
| 1 | 0,0000 | ||||
| 2 | -5,8675 | ||||
| 3 | -25,4458 | ||||
| 4 | 0,0952 | ||||
| 5 | -56,2385 | ||||