Model1 - LL = -11313,5054

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

Parameters

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

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

Profile

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

ProbMeans

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

Bivariate Residuals

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 .

EstimatedValues-Model

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