LEM: log-linear and event history analysis with missing data. Developed by Jeroen K. Vermunt (c), Tilburg University, The Netherlands. Version 1.2 (July 10, 1998). *** INPUT *** * ANES data: treatement x item1 x item2 x item3 x item4 * T A B C D * * Homoegenous association (check with SAS) * * man 5 dim 2 4 4 3 3 lab T A B C D mod {T A B C D AB AC AD BC BD CD TA TB TC TD } nco dlk dat anes_items_ctl.txt *** STATISTICS *** Number of iterations = 17 Converge criterion = 0.0000006990 X-squared = 251.8484 (0.1434) L-squared = 189.6613 (0.9728) Cressie-Read = 204.1744 (0.8797) Dissimilarity index = 0.0941 Degrees of freedom = 229 Log-likelihood = -4806.19619 Number of parameters = 58 (+1) Sample size = 1176.0 BIC(L-squared) = -1429.3399 AIC(L-squared) = -268.3387 BIC(log-likelihood) = 10022.4451 AIC(log-likelihood) = 9728.3924 Eigenvalues information matrix 3205.1088 2518.7931 1460.4749 1366.1553 824.7285 740.1272 662.8886 626.1030 596.5281 574.7712 517.1126 470.2542 424.8161 304.3185 292.6464 285.3477 269.9626 260.0823 238.3226 233.3840 219.6853 199.2063 179.7215 166.1640 146.8452 134.9932 130.1902 113.9266 108.0019 101.5846 96.8099 93.0651 90.4671 88.0585 84.4657 78.0911 71.9887 68.4513 68.0615 61.5555 54.9815 51.5463 47.5676 43.8772 41.6160 37.2486 36.0850 35.2619 34.5501 33.0456 29.2758 28.4965 27.5155 23.1228 22.4824 18.4680 14.7697 8.8944 *** FREQUENCIES *** T A B C D observed estimated std. res. 1 1 1 1 1 7.000 8.776 -0.599 1 1 1 1 2 2.000 1.609 0.308 1 1 1 1 3 0.000 0.443 -0.666 1 1 1 2 1 1.000 2.902 -1.117 1 1 1 2 2 2.000 1.106 0.850 1 1 1 2 3 0.000 0.155 -0.393 1 1 1 3 1 0.000 0.282 -0.531 1 1 1 3 2 0.000 0.055 -0.234 1 1 1 3 3 2.000 0.718 1.513 1 1 2 1 1 6.000 5.821 0.074 1 1 2 1 2 2.000 1.869 0.095 1 1 2 1 3 0.000 0.270 -0.520 1 1 2 2 1 3.000 2.595 0.251 1 1 2 2 2 1.000 1.733 -0.557 1 1 2 2 3 0.000 0.127 -0.357 1 1 2 3 1 1.000 0.453 0.813 1 1 2 3 2 0.000 0.154 -0.393 1 1 2 3 3 2.000 1.060 0.913 1 1 3 1 1 12.000 12.578 -0.163 1 1 3 1 2 7.000 5.341 0.718 1 1 3 1 3 2.000 1.399 0.508 1 1 3 2 1 6.000 5.984 0.006 1 1 3 2 2 5.000 5.282 -0.123 1 1 3 2 3 1.000 0.703 0.354 1 1 3 3 1 1.000 0.899 0.106 1 1 3 3 2 0.000 0.405 -0.637 1 1 3 3 3 4.000 5.036 -0.462 1 1 4 1 1 1.000 0.091 3.017 1 1 4 1 2 0.000 0.024 -0.154 1 1 4 1 3 0.000 0.012 -0.110 1 1 4 2 1 0.000 0.028 -0.166 1 1 4 2 2 0.000 0.015 -0.123 1 1 4 2 3 0.000 0.004 -0.062 1 1 4 3 1 0.000 0.009 -0.094 1 1 4 3 2 0.000 0.002 -0.050 1 1 4 3 3 0.000 0.059 -0.243 1 2 1 1 1 30.000 27.344 0.508 1 2 1 1 2 7.000 8.632 -0.555 1 2 1 1 3 0.000 0.996 -0.998 1 2 1 2 1 9.000 6.534 0.965 1 2 1 2 2 2.000 4.288 -1.105 1 2 1 2 3 0.000 0.252 -0.502 1 2 1 3 1 1.000 0.781 0.247 1 2 1 3 2 0.000 0.262 -0.512 1 2 1 3 3 2.000 1.434 0.473 1 2 2 1 1 15.000 13.629 0.371 1 2 2 1 2 7.000 7.536 -0.195 1 2 2 1 3 1.000 0.457 0.803 1 2 2 2 1 4.000 4.391 -0.187 1 2 2 2 2 4.000 5.047 -0.466 1 2 2 2 3 0.000 0.156 -0.394 1 2 2 3 1 1.000 0.942 0.060 1 2 2 3 2 0.000 0.553 -0.744 1 2 2 3 3 1.000 1.590 -0.468 1 2 3 1 1 20.000 26.056 -1.186 1 2 3 1 2 24.000 19.050 1.134 1 2 3 1 3 0.000 2.091 -1.446 1 2 3 2 1 10.000 8.959 0.348 1 2 3 2 2 15.000 13.615 0.375 1 2 3 2 3 1.000 0.760 0.276 1 2 3 3 1 2.000 1.654 0.269 1 2 3 3 2 1.000 1.284 -0.251 1 2 3 3 3 9.000 6.687 0.894 1 2 4 1 1 0.000 0.401 -0.633 1 2 4 1 2 0.000 0.181 -0.426 1 2 4 1 3 0.000 0.039 -0.196 1 2 4 2 1 0.000 0.088 -0.297 1 2 4 2 2 0.000 0.083 -0.288 1 2 4 2 3 0.000 0.009 -0.095 1 2 4 3 1 0.000 0.035 -0.186 1 2 4 3 2 0.000 0.017 -0.129 1 2 4 3 3 0.000 0.167 -0.409 1 3 1 1 1 184.000 179.105 0.366 1 3 1 1 2 34.000 35.402 -0.236 1 3 1 1 3 1.000 3.550 -1.353 1 3 1 2 1 26.000 24.530 0.297 1 3 1 2 2 13.000 10.078 0.920 1 3 1 2 3 0.000 0.514 -0.717 1 3 1 3 1 0.000 2.739 -1.655 1 3 1 3 2 0.000 0.575 -0.758 1 3 1 3 3 3.000 2.734 0.161 1 3 2 1 1 29.000 31.854 -0.506 1 3 2 1 2 13.000 11.029 0.593 1 3 2 1 3 2.000 0.581 1.862 1 3 2 2 1 5.000 5.882 -0.364 1 3 2 2 2 5.000 4.234 0.372 1 3 2 2 3 0.000 0.113 -0.337 1 3 2 3 1 1.000 1.178 -0.164 1 3 2 3 2 0.000 0.433 -0.658 1 3 2 3 3 2.000 1.082 0.883 1 3 3 1 1 31.000 26.094 0.960 1 3 3 1 2 11.000 11.946 -0.274 1 3 3 1 3 0.000 1.139 -1.067 1 3 3 2 1 5.000 5.142 -0.063 1 3 3 2 2 3.000 4.893 -0.856 1 3 3 2 3 0.000 0.237 -0.487 1 3 3 3 1 0.000 0.886 -0.941 1 3 3 3 2 0.000 0.431 -0.656 1 3 3 3 3 1.000 1.949 -0.680 1 3 4 1 1 0.000 1.550 -1.245 1 3 4 1 2 0.000 0.438 -0.662 1 3 4 1 3 0.000 0.081 -0.285 1 3 4 2 1 0.000 0.195 -0.442 1 3 4 2 2 0.000 0.115 -0.339 1 3 4 2 3 0.000 0.011 -0.104 1 3 4 3 1 0.000 0.071 -0.267 1 3 4 3 2 0.000 0.021 -0.146 1 3 4 3 3 2.000 0.188 4.178 1 4 1 1 1 0.000 0.113 -0.337 1 4 1 1 2 0.000 0.025 -0.157 1 4 1 1 3 0.000 0.008 -0.089 1 4 1 2 1 0.000 0.028 -0.168 1 4 1 2 2 0.000 0.013 -0.113 1 4 1 2 3 0.000 0.002 -0.046 1 4 1 3 1 0.000 0.003 -0.059 1 4 1 3 2 0.000 0.001 -0.028 1 4 1 3 3 0.000 0.012 -0.110 1 4 2 1 1 0.000 0.095 -0.308 1 4 2 1 2 0.000 0.036 -0.190 1 4 2 1 3 0.000 0.006 -0.078 1 4 2 2 1 0.000 0.032 -0.179 1 4 2 2 2 0.000 0.025 -0.159 1 4 2 2 3 0.000 0.002 -0.047 1 4 2 3 1 0.000 0.007 -0.083 1 4 2 3 2 0.000 0.003 -0.053 1 4 2 3 3 0.000 0.023 -0.150 1 4 3 1 1 0.000 0.162 -0.403 1 4 3 1 2 0.000 0.082 -0.286 1 4 3 1 3 0.000 0.025 -0.158 1 4 3 2 1 0.000 0.058 -0.242 1 4 3 2 2 0.000 0.061 -0.247 1 4 3 2 3 0.000 0.010 -0.098 1 4 3 3 1 0.000 0.011 -0.104 1 4 3 3 2 0.000 0.006 -0.076 1 4 3 3 3 0.000 0.085 -0.291 1 4 4 1 1 0.000 0.023 -0.151 1 4 4 1 2 0.000 0.007 -0.084 1 4 4 1 3 0.000 0.004 -0.065 1 4 4 2 1 0.000 0.005 -0.072 1 4 4 2 2 0.000 0.003 -0.058 1 4 4 2 3 0.000 0.001 -0.032 1 4 4 3 1 0.000 0.002 -0.046 1 4 4 3 2 0.000 0.001 -0.026 1 4 4 3 3 1.000 0.019 7.061 2 1 1 1 1 4.000 4.185 -0.091 2 1 1 1 2 0.000 0.427 -0.654 2 1 1 1 3 3.000 1.067 1.872 2 1 1 2 1 0.000 1.051 -1.025 2 1 1 2 2 0.000 0.223 -0.472 2 1 1 2 3 1.000 0.283 1.348 2 1 1 3 1 0.000 0.123 -0.351 2 1 1 3 2 0.000 0.013 -0.116 2 1 1 3 3 3.000 1.581 1.129 2 1 2 1 1 3.000 2.396 0.390 2 1 2 1 2 0.000 0.428 -0.654 2 1 2 1 3 0.000 0.562 -0.749 2 1 2 2 1 1.000 0.812 0.209 2 1 2 2 2 0.000 0.302 -0.549 2 1 2 2 3 0.000 0.201 -0.448 2 1 2 3 1 0.000 0.171 -0.413 2 1 2 3 2 0.000 0.032 -0.180 2 1 2 3 3 2.000 2.014 -0.010 2 1 3 1 1 5.000 4.324 0.325 2 1 3 1 2 0.000 1.022 -1.011 2 1 3 1 3 2.000 2.427 -0.274 2 1 3 2 1 3.000 1.563 1.150 2 1 3 2 2 2.000 0.768 1.406 2 1 3 2 3 1.000 0.927 0.076 2 1 3 3 1 2.000 0.283 3.230 2 1 3 3 2 0.000 0.071 -0.266 2 1 3 3 3 4.000 7.990 -1.412 2 1 4 1 1 0.000 0.512 -0.715 2 1 4 1 2 0.000 0.075 -0.273 2 1 4 1 3 0.000 0.344 -0.586 2 1 4 2 1 0.000 0.118 -0.344 2 1 4 2 2 0.000 0.036 -0.189 2 1 4 2 3 0.000 0.084 -0.290 2 1 4 3 1 0.000 0.045 -0.213 2 1 4 3 2 0.000 0.007 -0.084 2 1 4 3 3 2.000 1.536 0.374 2 2 1 1 1 23.000 25.303 -0.458 2 2 1 1 2 4.000 4.446 -0.212 2 2 1 1 3 5.000 4.654 0.160 2 2 1 2 1 2.000 4.593 -1.210 2 2 1 2 2 3.000 1.678 1.021 2 2 1 2 3 1.000 0.893 0.114 2 2 1 3 1 2.000 0.661 1.647 2 2 1 3 2 1.000 0.123 2.496 2 2 1 3 3 7.000 6.125 0.353 2 2 2 1 1 12.000 10.885 0.338 2 2 2 1 2 3.000 3.350 -0.191 2 2 2 1 3 3.000 1.842 0.853 2 2 2 2 1 4.000 2.664 0.818 2 2 2 2 2 2.000 1.705 0.226 2 2 2 2 3 0.000 0.476 -0.690 2 2 2 3 1 0.000 0.688 -0.829 2 2 2 3 2 1.000 0.225 1.635 2 2 2 3 3 4.000 5.863 -0.769 2 2 3 1 1 14.000 17.379 -0.810 2 2 3 1 2 7.000 7.073 -0.027 2 2 3 1 3 9.000 7.040 0.739 2 2 3 2 1 5.000 4.539 0.216 2 2 3 2 2 1.000 3.840 -1.449 2 2 3 2 3 3.000 1.943 0.759 2 2 3 3 1 4.000 1.009 2.978 2 2 3 3 2 0.000 0.436 -0.660 2 2 3 3 3 19.000 20.586 -0.350 2 2 4 1 1 5.000 4.386 0.293 2 2 4 1 2 3.000 1.103 1.807 2 2 4 1 3 4.000 2.126 1.285 2 2 4 2 1 1.000 0.732 0.314 2 2 4 2 2 0.000 0.382 -0.618 2 2 4 2 3 1.000 0.375 1.021 2 2 4 3 1 0.000 0.346 -0.588 2 2 4 3 2 0.000 0.092 -0.304 2 2 4 3 3 5.000 8.439 -1.184 2 3 1 1 1 146.000 144.793 0.100 2 3 1 1 2 18.000 15.931 0.518 2 3 1 1 3 13.000 14.485 -0.390 2 3 1 2 1 14.000 15.064 -0.274 2 3 1 2 2 3.000 3.445 -0.240 2 3 1 2 3 1.000 1.592 -0.469 2 3 1 3 1 2.000 2.025 -0.017 2 3 1 3 2 0.000 0.237 -0.486 2 3 1 3 3 9.000 10.202 -0.376 2 3 2 1 1 21.000 22.225 -0.260 2 3 2 1 2 3.000 4.284 -0.620 2 3 2 1 3 1.000 2.046 -0.731 2 3 2 2 1 4.000 3.118 0.500 2 3 2 2 2 2.000 1.249 0.672 2 3 2 2 3 0.000 0.303 -0.551 2 3 2 3 1 0.000 0.752 -0.867 2 3 2 3 2 1.000 0.154 2.158 2 3 2 3 3 5.000 3.484 0.812 2 3 3 1 1 12.000 15.204 -0.822 2 3 3 1 2 5.000 3.875 0.572 2 3 3 1 3 5.000 3.350 0.901 2 3 3 2 1 3.000 2.276 0.480 2 3 3 2 2 0.000 1.206 -1.098 2 3 3 2 3 1.000 0.530 0.646 2 3 3 3 1 1.000 0.472 0.768 2 3 3 3 2 1.000 0.128 2.440 2 3 3 3 3 6.000 5.242 0.331 2 3 4 1 1 17.000 14.804 0.571 2 3 4 1 2 0.000 2.330 -1.527 2 3 4 1 3 4.000 3.903 0.049 2 3 4 2 1 1.000 1.415 -0.349 2 3 4 2 2 1.000 0.463 0.789 2 3 4 2 3 0.000 0.394 -0.628 2 3 4 3 1 0.000 0.624 -0.790 2 3 4 3 2 0.000 0.104 -0.323 2 3 4 3 3 10.000 8.289 0.594 2 4 1 1 1 2.000 2.514 -0.324 2 4 1 1 2 0.000 0.304 -0.551 2 4 1 1 3 2.000 0.887 1.182 2 4 1 2 1 1.000 0.478 0.755 2 4 1 2 2 0.000 0.120 -0.346 2 4 1 2 3 1.000 0.178 1.948 2 4 1 3 1 0.000 0.070 -0.264 2 4 1 3 2 0.000 0.009 -0.094 2 4 1 3 3 0.000 1.235 -1.111 2 4 2 1 1 3.000 1.822 0.873 2 4 2 1 2 0.000 0.385 -0.621 2 4 2 1 3 0.000 0.591 -0.769 2 4 2 2 1 0.000 0.467 -0.683 2 4 2 2 2 1.000 0.205 1.754 2 4 2 2 3 0.000 0.160 -0.400 2 4 2 3 1 0.000 0.122 -0.349 2 4 2 3 2 0.000 0.027 -0.165 2 4 2 3 3 2.000 1.991 0.006 2 4 3 1 1 3.000 2.598 0.250 2 4 3 1 2 0.000 0.727 -0.853 2 4 3 1 3 4.000 2.018 1.395 2 4 3 2 1 0.000 0.710 -0.843 2 4 3 2 2 0.000 0.413 -0.643 2 4 3 2 3 0.000 0.583 -0.763 2 4 3 3 1 0.000 0.160 -0.399 2 4 3 3 2 0.000 0.047 -0.218 2 4 3 3 3 7.000 6.244 0.302 2 4 4 1 1 8.000 5.977 0.828 2 4 4 1 2 0.000 1.033 -1.016 2 4 4 1 3 3.000 5.556 -1.084 2 4 4 2 1 0.000 1.044 -1.022 2 4 4 2 2 2.000 0.375 2.654 2 4 4 2 3 1.000 1.025 -0.025 2 4 4 3 1 0.000 0.498 -0.706 2 4 4 3 2 1.000 0.091 3.004 2 4 4 3 3 23.000 23.334 -0.069 *** LOG-LINEAR PARAMETERS *** * TABLE TABCD [or P(TABCD)] * effect beta std err z-value exp(beta) Wald df prob main -0.6633 0.5151 T 1 -0.6194 0.1479 -4.189 0.5383 2 0.6194 1.8577 17.55 1 0.000 A 1 -0.3086 0.1875 -1.646 0.7345 2 0.9977 0.1515 6.586 2.7120 3 1.1975 0.1514 7.912 3.3117 4 -1.8865 0.1516 91.12 3 0.000 B 1 0.3973 0.1323 3.003 1.4878 2 0.1245 0.1322 0.942 1.1326 3 0.8504 0.1126 7.556 2.3406 4 -1.3722 0.2535 60.54 3 0.000 C 1 0.9661 0.0914 10.571 2.6278 2 -0.2425 0.1167 -2.079 0.7847 3 -0.7236 0.4850 111.83 2 0.000 D 1 0.5853 0.1089 5.376 1.7956 2 -0.5037 0.1453 -3.466 0.6043 3 -0.0817 0.9216 29.13 2 0.000 TA 1 1 0.6288 0.1553 4.050 1.8754 1 2 0.2974 0.1395 2.132 1.3463 1 3 0.3649 0.1386 2.632 1.4404 1 4 -1.2911 0.2750 2 1 -0.6288 0.5332 2 2 -0.2974 0.7428 2 3 -0.3649 0.6942 2 4 1.2911 3.6369 17.11 3 0.001 TB 1 1 0.2493 0.0800 3.117 1.2831 1 2 0.3229 0.0912 3.540 1.3812 1 3 0.4130 0.0877 4.711 1.5114 1 4 -0.9853 0.3733 2 1 -0.2493 0.7793 2 2 -0.3229 0.7240 2 3 -0.4130 0.6616 2 4 0.9853 2.6785 27.17 3 0.000 AB 1 1 -0.0577 0.1921 -0.300 0.9439 1 2 0.2839 0.1972 1.440 1.3284 1 3 0.6159 0.1630 3.778 1.8512 1 4 -0.8421 0.4308 2 1 0.0285 0.1302 0.219 1.0289 2 2 0.0844 0.1373 0.615 1.0881 2 3 0.2939 0.1105 2.661 1.3417 2 4 -0.4068 0.6658 3 1 0.8876 0.1181 7.518 2.4294 3 2 -0.0870 0.1317 -0.661 0.9167 3 3 -0.7250 0.1159 -6.253 0.4843 3 4 -0.0756 0.9272 4 1 -0.8584 0.4238 4 2 -0.2813 0.7548 4 3 -0.1848 0.8313 4 4 1.3245 3.7605 197.76 9 0.000 TC 1 1 -0.0607 0.0615 -0.987 0.9411 1 2 0.0767 0.0736 1.043 1.0798 1 3 -0.0160 0.9841 2 1 0.0607 1.0626 2 2 -0.0767 0.9261 2 3 0.0160 1.0161 2.26 2 0.324 AC 1 1 -0.2009 0.1349 -1.489 0.8180 1 2 0.1705 0.1631 1.045 1.1859 1 3 0.0304 1.0309 2 1 -0.0530 0.0989 -0.536 0.9484 2 2 -0.0065 0.1262 -0.051 0.9935 2 3 0.0595 1.0613 3 1 0.3410 0.0983 3.470 1.4063 3 2 -0.1692 0.1292 -1.309 0.8444 3 3 -0.1718 0.8421 4 1 -0.0871 0.9166 4 2 0.0052 1.0052 4 3 0.0819 1.0854 17.73 6 0.007 BC 1 1 0.2803 0.0952 2.943 1.3235 1 2 0.1357 0.1241 1.094 1.1454 1 3 -0.4160 0.6597 2 1 -0.1137 0.1139 -0.998 0.8925 2 2 0.0406 0.1425 0.285 1.0414 2 3 0.0732 1.0759 3 1 -0.1071 0.0975 -1.098 0.8985 3 2 0.1122 0.1249 0.898 1.1187 3 3 -0.0051 0.9949 4 1 -0.0595 0.9423 4 2 -0.2885 0.7494 4 3 0.3480 1.4162 13.60 6 0.034 TD 1 1 0.1722 0.0577 2.982 1.1879 1 2 0.4651 0.0687 6.769 1.5921 1 3 -0.6372 0.5287 2 1 -0.1722 0.8418 2 2 -0.4651 0.6281 2 3 0.6372 1.8913 53.36 2 0.000 AD 1 1 -0.0124 0.1394 -0.089 0.9877 1 2 -0.2092 0.1775 -1.179 0.8112 1 3 0.2216 1.2481 2 1 -0.0848 0.1029 -0.825 0.9187 2 2 0.2617 0.1318 1.985 1.2991 2 3 -0.1769 0.8379 3 1 0.2742 0.0994 2.758 1.3155 3 2 0.1526 0.1324 1.153 1.1649 3 3 -0.4268 0.6526 4 1 -0.1770 0.8378 4 2 -0.2051 0.8146 4 3 0.3821 1.4654 20.08 6 0.003 BD 1 1 0.2862 0.0881 3.248 1.3313 1 2 -0.1535 0.1154 -1.330 0.8577 1 3 -0.1327 0.8758 2 1 0.1271 0.1110 1.145 1.1355 2 2 0.2480 0.1360 1.824 1.2815 2 3 -0.3751 0.6872 3 1 -0.2570 0.0962 -2.671 0.7734 3 2 0.1432 0.1192 1.202 1.1540 3 3 0.1138 1.1205 4 1 -0.1563 0.8553 4 2 -0.2378 0.7884 4 3 0.3940 1.4829 29.08 6 0.000 CD 1 1 0.5295 0.0918 5.769 1.6981 1 2 0.2657 0.1195 2.223 1.3043 1 3 -0.7952 0.4515 2 1 0.2673 0.1114 2.400 1.3065 2 2 0.7352 0.1343 5.473 2.0859 2 3 -1.0025 0.3669 3 1 -0.7969 0.4507 3 2 -1.0009 0.3676 3 3 1.7977 6.0360 207.04 4 0.000