This dataset contains responses from the National Longitudinal Study of Adolescent Health (Add Health) study.
The subjects were in Grades 10 and 11 during the 1994-1995 academic year and provided data on at least one variable measuring adolescent delinquency at Wave 1.
The latent class models can be fitted using this dataset to replicate the analysis conducted by Collins and Lanza (2008).
The data includes two covariates: grade and sex of respondents.
The variables measuring adolescent delinquency include: lying to parents about where or with whom they were, acting loud, rowdy, or unruly in public, damaging property, stealing something from a store, stealing something worth less than $50, and taking part in a group fight.
These variables were originally coded as "Never", “1-2 times,” “3-4 times,” or “5 or more times.”
In this dataset, those responses are recoded to "No" for "Never" and "Yes" for all other responses from both Waves I and II, providing a longitudinal pattern of adolescent delinquency.
Variables ending in "w1" were obtained from Wave I, while variables ending in "w2" were obtained from Wave II.
Format
A data frame with 2087 rows and 14 variables:
GRADERespondent's grade level at Wave I
SEXRespondent's sex
levels: (1)Male, (2)FemaleLIEw1, LIEw2Lying to parents about where or with whom they were
LOUDw1, LOUDw2Acting loud, rowdy, or unruly in public
DAMAGEw1, DAMAGEw2Damaging property
SHOPLIFTw1, SHOPLIFTw2Stealing something from a store
STEALw1, STEALw2Stealing something worth less than $50
FIGHTw1, FIGHTw2Taking part in a group fight
References
Collins, L.M., & Lanza, S.T. (2009). Latent Class and Latent Transition Analysis: With Applications in the Social, Behavioral, and Health Sciences.
J.R. Udry. The National Longitudinal Study of Adolescent Health (Add Health), Waves I & II, 1994-1996 machine-readable data file and documentation. Carolina Population Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, 2003.
Examples
library(magrittr)
f5_var <- slca(
DLQ1(5) ~ LIEw1 + LOUDw1 + DAMAGEw1 + SHOPLIFTw1 + STEALw1 + FIGHTw1,
DLQ2(5) ~ LIEw2 + LOUDw2 + DAMAGEw2 + SHOPLIFTw2 + STEALw2 + FIGHTw2,
DLQ1 ~ DLQ2
) %>% estimate(addhealth[1:300,])
#> EM iteration begin.
#> 1 iterations logLik: -2351.65 diff: inf
2 iterations logLik: -1823.20 diff: 528.45563
3 iterations logLik: -1816.33 diff: 6.86895
4 iterations logLik: -1812.65 diff: 3.67707
5 iterations logLik: -1796.54 diff: 16.11588
6 iterations logLik: -1747.73 diff: 48.80932
7 iterations logLik: -1674.65 diff: 73.08206
8 iterations logLik: -1620.92 diff: 53.72841
9 iterations logLik: -1593.39 diff: 27.52992
10 iterations logLik: -1576.17 diff: 17.21905
11 iterations logLik: -1560.45 diff: 15.71756
12 iterations logLik: -1546.70 diff: 13.75145
13 iterations logLik: -1537.01 diff: 9.69129
14 iterations logLik: -1530.86 diff: 6.15182
15 iterations logLik: -1526.65 diff: 4.20365
16 iterations logLik: -1523.16 diff: 3.49071
17 iterations logLik: -1519.73 diff: 3.43036
18 iterations logLik: -1516.09 diff: 3.64274
19 iterations logLik: -1512.34 diff: 3.74537
20 iterations logLik: -1508.93 diff: 3.41577
21 iterations logLik: -1506.09 diff: 2.84104
22 iterations logLik: -1503.72 diff: 2.36807
23 iterations logLik: -1501.69 diff: 2.02671
24 iterations logLik: -1499.95 diff: 1.74434
25 iterations logLik: -1498.45 diff: 1.49372
26 iterations logLik: -1497.18 diff: 1.27209
27 iterations logLik: -1496.10 diff: 1.07780
28 iterations logLik: -1495.20 diff: 0.90448
29 iterations logLik: -1494.45 diff: 0.74524
30 iterations logLik: -1493.85 diff: 0.59977
31 iterations logLik: -1493.38 diff: 0.47470
32 iterations logLik: -1493.00 diff: 0.37634
33 iterations logLik: -1492.70 diff: 0.30511
34 iterations logLik: -1492.44 diff: 0.25659
35 iterations logLik: -1492.22 diff: 0.22497
36 iterations logLik: -1492.01 diff: 0.20509
37 iterations logLik: -1491.82 diff: 0.19299
38 iterations logLik: -1491.63 diff: 0.18566
39 iterations logLik: -1491.45 diff: 0.18074
40 iterations logLik: -1491.28 diff: 0.17639
41 iterations logLik: -1491.10 diff: 0.17132
42 iterations logLik: -1490.94 diff: 0.16482
43 iterations logLik: -1490.78 diff: 0.15679
44 iterations logLik: -1490.63 diff: 0.14764
45 iterations logLik: -1490.50 diff: 0.13805
46 iterations logLik: -1490.37 diff: 0.12876
47 iterations logLik: -1490.25 diff: 0.12042
48 iterations logLik: -1490.13 diff: 0.11348
49 iterations logLik: -1490.03 diff: 0.10827
50 iterations logLik: -1489.92 diff: 0.10497
51 iterations logLik: -1489.82 diff: 0.10375
52 iterations logLik: -1489.71 diff: 0.10477
53 iterations logLik: -1489.60 diff: 0.10820
54 iterations logLik: -1489.49 diff: 0.11422
55 iterations logLik: -1489.37 diff: 0.12298
56 iterations logLik: -1489.23 diff: 0.13439
57 iterations logLik: -1489.08 diff: 0.14788
58 iterations logLik: -1488.92 diff: 0.16212
59 iterations logLik: -1488.75 diff: 0.17503
60 iterations logLik: -1488.56 diff: 0.18433
61 iterations logLik: -1488.37 diff: 0.18856
62 iterations logLik: -1488.19 diff: 0.18781
63 iterations logLik: -1488.00 diff: 0.18325
64 iterations logLik: -1487.83 diff: 0.17622
65 iterations logLik: -1487.66 diff: 0.16755
66 iterations logLik: -1487.50 diff: 0.15761
67 iterations logLik: -1487.36 diff: 0.14666
68 iterations logLik: -1487.22 diff: 0.13509
69 iterations logLik: -1487.10 diff: 0.12351
70 iterations logLik: -1486.98 diff: 0.11254
71 iterations logLik: -1486.88 diff: 0.10267
72 iterations logLik: -1486.79 diff: 0.09419
73 iterations logLik: -1486.70 diff: 0.08721
74 iterations logLik: -1486.62 diff: 0.08175
75 iterations logLik: -1486.54 diff: 0.07780
76 iterations logLik: -1486.47 diff: 0.07549
77 iterations logLik: -1486.39 diff: 0.07515
78 iterations logLik: -1486.31 diff: 0.07754
79 iterations logLik: -1486.23 diff: 0.08404
80 iterations logLik: -1486.13 diff: 0.09671
81 iterations logLik: -1486.01 diff: 0.11759
82 iterations logLik: -1485.87 diff: 0.14625
83 iterations logLik: -1485.69 diff: 0.17597
84 iterations logLik: -1485.50 diff: 0.19435
85 iterations logLik: -1485.30 diff: 0.19330
86 iterations logLik: -1485.13 diff: 0.17707
87 iterations logLik: -1484.97 diff: 0.15605
88 iterations logLik: -1484.83 diff: 0.13716
89 iterations logLik: -1484.71 diff: 0.12226
90 iterations logLik: -1484.60 diff: 0.11078
91 iterations logLik: -1484.50 diff: 0.10175
92 iterations logLik: -1484.41 diff: 0.09440
93 iterations logLik: -1484.32 diff: 0.08826
94 iterations logLik: -1484.23 diff: 0.08307
95 iterations logLik: -1484.16 diff: 0.07866
96 iterations logLik: -1484.08 diff: 0.07495
97 iterations logLik: -1484.01 diff: 0.07189
98 iterations logLik: -1483.94 diff: 0.06943
99 iterations logLik: -1483.87 diff: 0.06755
100 iterations logLik: -1483.80 diff: 0.06622
#> 101 iterations logLik: -1483.74 diff: 0.06543
102 iterations logLik: -1483.67 diff: 0.06515
103 iterations logLik: -1483.61 diff: 0.06537
104 iterations logLik: -1483.54 diff: 0.06606
105 iterations logLik: -1483.48 diff: 0.06718
106 iterations logLik: -1483.41 diff: 0.06868
107 iterations logLik: -1483.34 diff: 0.07050
108 iterations logLik: -1483.26 diff: 0.07253
109 iterations logLik: -1483.19 diff: 0.07467
110 iterations logLik: -1483.11 diff: 0.07682
111 iterations logLik: -1483.03 diff: 0.07890
112 iterations logLik: -1482.95 diff: 0.08091
113 iterations logLik: -1482.87 diff: 0.08298
114 iterations logLik: -1482.78 diff: 0.08541
115 iterations logLik: -1482.70 diff: 0.08868
116 iterations logLik: -1482.60 diff: 0.09338
117 iterations logLik: -1482.50 diff: 0.09993
118 iterations logLik: -1482.39 diff: 0.10791
119 iterations logLik: -1482.28 diff: 0.11551
120 iterations logLik: -1482.16 diff: 0.11980
121 iterations logLik: -1482.04 diff: 0.11881
122 iterations logLik: -1481.93 diff: 0.11349
123 iterations logLik: -1481.82 diff: 0.10668
124 iterations logLik: -1481.72 diff: 0.10052
125 iterations logLik: -1481.62 diff: 0.09554
126 iterations logLik: -1481.53 diff: 0.09150
127 iterations logLik: -1481.44 diff: 0.08808
128 iterations logLik: -1481.36 diff: 0.08513
129 iterations logLik: -1481.28 diff: 0.08259
130 iterations logLik: -1481.20 diff: 0.08043
131 iterations logLik: -1481.12 diff: 0.07861
132 iterations logLik: -1481.04 diff: 0.07705
133 iterations logLik: -1480.97 diff: 0.07565
134 iterations logLik: -1480.89 diff: 0.07429
135 iterations logLik: -1480.82 diff: 0.07285
136 iterations logLik: -1480.75 diff: 0.07122
137 iterations logLik: -1480.68 diff: 0.06930
138 iterations logLik: -1480.61 diff: 0.06704
139 iterations logLik: -1480.55 diff: 0.06443
140 iterations logLik: -1480.48 diff: 0.06150
141 iterations logLik: -1480.43 diff: 0.05830
142 iterations logLik: -1480.37 diff: 0.05492
143 iterations logLik: -1480.32 diff: 0.05148
144 iterations logLik: -1480.27 diff: 0.04812
145 iterations logLik: -1480.23 diff: 0.04505
146 iterations logLik: -1480.18 diff: 0.04262
147 iterations logLik: -1480.14 diff: 0.04147
148 iterations logLik: -1480.10 diff: 0.04283
149 iterations logLik: -1480.05 diff: 0.04912
150 iterations logLik: -1479.99 diff: 0.06473
151 iterations logLik: -1479.89 diff: 0.09606
152 iterations logLik: -1479.74 diff: 0.14754
153 iterations logLik: -1479.53 diff: 0.20889
154 iterations logLik: -1479.29 diff: 0.24545
155 iterations logLik: -1479.06 diff: 0.22621
156 iterations logLik: -1478.90 diff: 0.16539
157 iterations logLik: -1478.79 diff: 0.10290
158 iterations logLik: -1478.73 diff: 0.06100
159 iterations logLik: -1478.69 diff: 0.03868
160 iterations logLik: -1478.67 diff: 0.02760
161 iterations logLik: -1478.64 diff: 0.02168
162 iterations logLik: -1478.63 diff: 0.01802
163 iterations logLik: -1478.61 diff: 0.01541
164 iterations logLik: -1478.60 diff: 0.01338
165 iterations logLik: -1478.59 diff: 0.01172
166 iterations logLik: -1478.58 diff: 0.01033
167 iterations logLik: -1478.57 diff: 0.00916
168 iterations logLik: -1478.56 diff: 0.00816
169 iterations logLik: -1478.55 diff: 0.00731
170 iterations logLik: -1478.54 diff: 0.00659
171 iterations logLik: -1478.54 diff: 0.00597
172 iterations logLik: -1478.53 diff: 0.00543
173 iterations logLik: -1478.53 diff: 0.00498
174 iterations logLik: -1478.52 diff: 0.00458
175 iterations logLik: -1478.52 diff: 0.00424
176 iterations logLik: -1478.52 diff: 0.00395
177 iterations logLik: -1478.51 diff: 0.00370
178 iterations logLik: -1478.51 diff: 0.00348
179 iterations logLik: -1478.50 diff: 0.00329
180 iterations logLik: -1478.50 diff: 0.00313
181 iterations logLik: -1478.50 diff: 0.00299
182 iterations logLik: -1478.50 diff: 0.00286
183 iterations logLik: -1478.49 diff: 0.00275
184 iterations logLik: -1478.49 diff: 0.00265
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187 iterations logLik: -1478.48 diff: 0.00241
188 iterations logLik: -1478.48 diff: 0.00235
189 iterations logLik: -1478.48 diff: 0.00229
190 iterations logLik: -1478.48 diff: 0.00223
191 iterations logLik: -1478.47 diff: 0.00217
192 iterations logLik: -1478.47 diff: 0.00212
193 iterations logLik: -1478.47 diff: 0.00206
194 iterations logLik: -1478.47 diff: 0.00201
195 iterations logLik: -1478.47 diff: 0.00196
196 iterations logLik: -1478.46 diff: 0.00190
197 iterations logLik: -1478.46 diff: 0.00185
198 iterations logLik: -1478.46 diff: 0.00180
199 iterations logLik: -1478.46 diff: 0.00174
200 iterations logLik: -1478.46 diff: 0.00169
#> 201 iterations logLik: -1478.46 diff: 0.00163
202 iterations logLik: -1478.45 diff: 0.00157
203 iterations logLik: -1478.45 diff: 0.00152
204 iterations logLik: -1478.45 diff: 0.00146
205 iterations logLik: -1478.45 diff: 0.00141
206 iterations logLik: -1478.45 diff: 0.00135
207 iterations logLik: -1478.45 diff: 0.00130
208 iterations logLik: -1478.45 diff: 0.00125
209 iterations logLik: -1478.44 diff: 0.00120
210 iterations logLik: -1478.44 diff: 0.00115
211 iterations logLik: -1478.44 diff: 0.00111
212 iterations logLik: -1478.44 diff: 0.00106
213 iterations logLik: -1478.44 diff: 0.00102
214 iterations logLik: -1478.44 diff: 0.00098
215 iterations logLik: -1478.44 diff: 0.00094
216 iterations logLik: -1478.44 diff: 0.00090
217 iterations logLik: -1478.44 diff: 0.00086
218 iterations logLik: -1478.44 diff: 0.00083
219 iterations logLik: -1478.43 diff: 0.00080
220 iterations logLik: -1478.43 diff: 0.00076
221 iterations logLik: -1478.43 diff: 0.00073
222 iterations logLik: -1478.43 diff: 0.00071
223 iterations logLik: -1478.43 diff: 0.00068
224 iterations logLik: -1478.43 diff: 0.00065
225 iterations logLik: -1478.43 diff: 0.00063
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227 iterations logLik: -1478.43 diff: 0.00058
228 iterations logLik: -1478.43 diff: 0.00056
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230 iterations logLik: -1478.43 diff: 0.00052
231 iterations logLik: -1478.43 diff: 0.00050
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233 iterations logLik: -1478.43 diff: 0.00046
234 iterations logLik: -1478.43 diff: 0.00045
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236 iterations logLik: -1478.42 diff: 0.00041
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241 iterations logLik: -1478.42 diff: 0.00034
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247 iterations logLik: -1478.42 diff: 0.00027
248 iterations logLik: -1478.42 diff: 0.00026
249 iterations logLik: -1478.42 diff: 0.00025
250 iterations logLik: -1478.42 diff: 0.00024
251 iterations logLik: -1478.42 diff: 0.00023
252 iterations logLik: -1478.42 diff: 0.00022
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254 iterations logLik: -1478.42 diff: 0.00021
255 iterations logLik: -1478.42 diff: 0.00020
256 iterations logLik: -1478.42 diff: 0.00019
257 iterations logLik: -1478.42 diff: 0.00018
258 iterations logLik: -1478.42 diff: 0.00018
259 iterations logLik: -1478.42 diff: 0.00017
260 iterations logLik: -1478.42 diff: 0.00016
261 iterations logLik: -1478.42 diff: 0.00016
262 iterations logLik: -1478.42 diff: 0.00015
263 iterations logLik: -1478.42 diff: 0.00015
264 iterations logLik: -1478.42 diff: 0.00014
265 iterations logLik: -1478.42 diff: 0.00013
266 iterations logLik: -1478.42 diff: 0.00013
267 iterations logLik: -1478.42 diff: 0.00012
268 iterations logLik: -1478.42 diff: 0.00012
269 iterations logLik: -1478.42 diff: 0.00011
270 iterations logLik: -1478.42 diff: 0.00011
271 iterations logLik: -1478.42 diff: 0.00010
272 iterations logLik: -1478.42 diff: 0.00010
273 iterations logLik: -1478.42 diff: 0.00010
274 iterations logLik: -1478.42 diff: 0.00009
275 iterations logLik: -1478.42 diff: 0.00009
276 iterations logLik: -1478.42 diff: 0.00009
277 iterations logLik: -1478.42 diff: 0.00008
278 iterations logLik: -1478.42 diff: 0.00008
279 iterations logLik: -1478.42 diff: 0.00008
280 iterations logLik: -1478.42 diff: 0.00007
281 iterations logLik: -1478.42 diff: 0.00007
282 iterations logLik: -1478.42 diff: 0.00007
283 iterations logLik: -1478.42 diff: 0.00006
284 iterations logLik: -1478.42 diff: 0.00006
285 iterations logLik: -1478.42 diff: 0.00006
286 iterations logLik: -1478.42 diff: 0.00006
287 iterations logLik: -1478.42 diff: 0.00005
288 iterations logLik: -1478.42 diff: 0.00005
289 iterations logLik: -1478.42 diff: 0.00005
290 iterations logLik: -1478.42 diff: 0.00005
291 iterations logLik: -1478.42 diff: 0.00005
292 iterations logLik: -1478.42 diff: 0.00004
293 iterations logLik: -1478.42 diff: 0.00004
294 iterations logLik: -1478.42 diff: 0.00004
295 iterations logLik: -1478.42 diff: 0.00004
296 iterations logLik: -1478.42 diff: 0.00004
297 iterations logLik: -1478.42 diff: 0.00004
298 iterations logLik: -1478.42 diff: 0.00003
299 iterations logLik: -1478.42 diff: 0.00003
300 iterations logLik: -1478.42 diff: 0.00003
#> 301 iterations logLik: -1478.42 diff: 0.00003
302 iterations logLik: -1478.42 diff: 0.00003
303 iterations logLik: -1478.42 diff: 0.00003
304 iterations logLik: -1478.41 diff: 0.00003
305 iterations logLik: -1478.41 diff: 0.00003
306 iterations logLik: -1478.41 diff: 0.00002
307 iterations logLik: -1478.41 diff: 0.00002
308 iterations logLik: -1478.41 diff: 0.00002
309 iterations logLik: -1478.41 diff: 0.00002
310 iterations logLik: -1478.41 diff: 0.00002
311 iterations logLik: -1478.41 diff: 0.00002
312 iterations logLik: -1478.41 diff: 0.00002
313 iterations logLik: -1478.41 diff: 0.00002
314 iterations logLik: -1478.41 diff: 0.00002
315 iterations logLik: -1478.41 diff: 0.00002
316 iterations logLik: -1478.41 diff: 0.00002
317 iterations logLik: -1478.41 diff: 0.00002
318 iterations logLik: -1478.41 diff: 0.00001
319 iterations logLik: -1478.41 diff: 0.00001
320 iterations logLik: -1478.41 diff: 0.00001
321 iterations logLik: -1478.41 diff: 0.00001
322 iterations logLik: -1478.41 diff: 0.00001
323 iterations logLik: -1478.41 diff: 0.00001
324 iterations logLik: -1478.41 diff: 0.00001
325 iterations logLik: -1478.41 diff: 0.00001
326 iterations logLik: -1478.41 diff: 0.00001
327 iterations logLik: -1478.41 diff: 9.9e-06
328 iterations logLik: -1478.41 diff: 9.5e-06
329 iterations logLik: -1478.41 diff: 9.1e-06
330 iterations logLik: -1478.41 diff: 8.7e-06
331 iterations logLik: -1478.41 diff: 8.3e-06
332 iterations logLik: -1478.41 diff: 8.0e-06
333 iterations logLik: -1478.41 diff: 7.6e-06
334 iterations logLik: -1478.41 diff: 7.3e-06
335 iterations logLik: -1478.41 diff: 7.0e-06
336 iterations logLik: -1478.41 diff: 6.7e-06
337 iterations logLik: -1478.41 diff: 6.4e-06
338 iterations logLik: -1478.41 diff: 6.2e-06
339 iterations logLik: -1478.41 diff: 5.9e-06
340 iterations logLik: -1478.41 diff: 5.7e-06
341 iterations logLik: -1478.41 diff: 5.4e-06
342 iterations logLik: -1478.41 diff: 5.2e-06
343 iterations logLik: -1478.41 diff: 5.0e-06
344 iterations logLik: -1478.41 diff: 4.8e-06
345 iterations logLik: -1478.41 diff: 4.6e-06
346 iterations logLik: -1478.41 diff: 4.4e-06
347 iterations logLik: -1478.41 diff: 4.2e-06
348 iterations logLik: -1478.41 diff: 4.0e-06
349 iterations logLik: -1478.41 diff: 3.9e-06
350 iterations logLik: -1478.41 diff: 3.7e-06
351 iterations logLik: -1478.41 diff: 3.5e-06
352 iterations logLik: -1478.41 diff: 3.4e-06
353 iterations logLik: -1478.41 diff: 3.2e-06
354 iterations logLik: -1478.41 diff: 3.1e-06
355 iterations logLik: -1478.41 diff: 3.0e-06
356 iterations logLik: -1478.41 diff: 2.9e-06
357 iterations logLik: -1478.41 diff: 2.7e-06
358 iterations logLik: -1478.41 diff: 2.6e-06
359 iterations logLik: -1478.41 diff: 2.5e-06
360 iterations logLik: -1478.41 diff: 2.4e-06
361 iterations logLik: -1478.41 diff: 2.3e-06
362 iterations logLik: -1478.41 diff: 2.2e-06
363 iterations logLik: -1478.41 diff: 2.1e-06
364 iterations logLik: -1478.41 diff: 2.0e-06
365 iterations logLik: -1478.41 diff: 1.9e-06
366 iterations logLik: -1478.41 diff: 1.9e-06
367 iterations logLik: -1478.41 diff: 1.8e-06
368 iterations logLik: -1478.41 diff: 1.7e-06
369 iterations logLik: -1478.41 diff: 1.6e-06
370 iterations logLik: -1478.41 diff: 1.6e-06
371 iterations logLik: -1478.41 diff: 1.5e-06
372 iterations logLik: -1478.41 diff: 1.4e-06
373 iterations logLik: -1478.41 diff: 1.4e-06
374 iterations logLik: -1478.41 diff: 1.3e-06
375 iterations logLik: -1478.41 diff: 1.3e-06
376 iterations logLik: -1478.41 diff: 1.2e-06
377 iterations logLik: -1478.41 diff: 1.2e-06
378 iterations logLik: -1478.41 diff: 1.1e-06
379 iterations logLik: -1478.41 diff: 1.1e-06
380 iterations logLik: -1478.41 diff: 1.0e-06
381 iterations logLik: -1478.41 diff: 9.8e-07
#> .. done.
f5_inv <- slca(
DLQ1(5) ~ LIEw1 + LOUDw1 + DAMAGEw1 + SHOPLIFTw1 + STEALw1 + FIGHTw1,
DLQ2(5) ~ LIEw2 + LOUDw2 + DAMAGEw2 + SHOPLIFTw2 + STEALw2 + FIGHTw2,
DLQ1 ~ DLQ2,
constraints = c("DLQ1", "DLQ2")
) %>% estimate(addhealth[1:300,])
#> EM iteration begin.
#> 1 iterations logLik: -2344.23 diff: inf
2 iterations logLik: -1826.94 diff: 517.29329
3 iterations logLik: -1811.18 diff: 15.75358
4 iterations logLik: -1754.62 diff: 56.56523
5 iterations logLik: -1650.31 diff: 104.30986
6 iterations logLik: -1601.03 diff: 49.27409
7 iterations logLik: -1587.68 diff: 13.35501
8 iterations logLik: -1576.28 diff: 11.39920
9 iterations logLik: -1562.66 diff: 13.62331
10 iterations logLik: -1550.85 diff: 11.80272
11 iterations logLik: -1543.71 diff: 7.14669
12 iterations logLik: -1539.73 diff: 3.97189
13 iterations logLik: -1537.17 diff: 2.56824
14 iterations logLik: -1535.20 diff: 1.96387
15 iterations logLik: -1533.55 diff: 1.65330
16 iterations logLik: -1532.09 diff: 1.45951
17 iterations logLik: -1530.77 diff: 1.32310
18 iterations logLik: -1529.55 diff: 1.22124
19 iterations logLik: -1528.40 diff: 1.14158
20 iterations logLik: -1527.33 diff: 1.07476
21 iterations logLik: -1526.31 diff: 1.01390
22 iterations logLik: -1525.36 diff: 0.95603
23 iterations logLik: -1524.46 diff: 0.90190
24 iterations logLik: -1523.60 diff: 0.85343
25 iterations logLik: -1522.79 diff: 0.81073
26 iterations logLik: -1522.02 diff: 0.77141
27 iterations logLik: -1521.29 diff: 0.73285
28 iterations logLik: -1520.59 diff: 0.69483
29 iterations logLik: -1519.93 diff: 0.66000
30 iterations logLik: -1519.30 diff: 0.63180
31 iterations logLik: -1518.69 diff: 0.61244
32 iterations logLik: -1518.09 diff: 0.60256
33 iterations logLik: -1517.48 diff: 0.60228
34 iterations logLik: -1516.87 diff: 0.61230
35 iterations logLik: -1516.24 diff: 0.63417
36 iterations logLik: -1515.57 diff: 0.66943
37 iterations logLik: -1514.85 diff: 0.71783
38 iterations logLik: -1514.08 diff: 0.77566
39 iterations logLik: -1513.24 diff: 0.83543
40 iterations logLik: -1512.35 diff: 0.88742
41 iterations logLik: -1511.43 diff: 0.92244
42 iterations logLik: -1510.50 diff: 0.93410
43 iterations logLik: -1509.58 diff: 0.91989
44 iterations logLik: -1508.70 diff: 0.88082
45 iterations logLik: -1507.87 diff: 0.82034
46 iterations logLik: -1507.13 diff: 0.74348
47 iterations logLik: -1506.47 diff: 0.65640
48 iterations logLik: -1505.91 diff: 0.56576
49 iterations logLik: -1505.43 diff: 0.47766
50 iterations logLik: -1505.03 diff: 0.39656
51 iterations logLik: -1504.71 diff: 0.32508
52 iterations logLik: -1504.45 diff: 0.26419
53 iterations logLik: -1504.23 diff: 0.21375
54 iterations logLik: -1504.06 diff: 0.17297
55 iterations logLik: -1503.92 diff: 0.14068
56 iterations logLik: -1503.80 diff: 0.11558
57 iterations logLik: -1503.71 diff: 0.09635
58 iterations logLik: -1503.62 diff: 0.08178
59 iterations logLik: -1503.55 diff: 0.07084
60 iterations logLik: -1503.49 diff: 0.06264
61 iterations logLik: -1503.43 diff: 0.05650
62 iterations logLik: -1503.38 diff: 0.05190
63 iterations logLik: -1503.33 diff: 0.04841
64 iterations logLik: -1503.29 diff: 0.04575
65 iterations logLik: -1503.24 diff: 0.04366
66 iterations logLik: -1503.20 diff: 0.04196
67 iterations logLik: -1503.16 diff: 0.04053
68 iterations logLik: -1503.12 diff: 0.03926
69 iterations logLik: -1503.09 diff: 0.03806
70 iterations logLik: -1503.05 diff: 0.03688
71 iterations logLik: -1503.01 diff: 0.03568
72 iterations logLik: -1502.98 diff: 0.03443
73 iterations logLik: -1502.94 diff: 0.03313
74 iterations logLik: -1502.91 diff: 0.03177
75 iterations logLik: -1502.88 diff: 0.03035
76 iterations logLik: -1502.85 diff: 0.02889
77 iterations logLik: -1502.83 diff: 0.02740
78 iterations logLik: -1502.80 diff: 0.02590
79 iterations logLik: -1502.78 diff: 0.02440
80 iterations logLik: -1502.75 diff: 0.02292
81 iterations logLik: -1502.73 diff: 0.02147
82 iterations logLik: -1502.71 diff: 0.02006
83 iterations logLik: -1502.69 diff: 0.01871
84 iterations logLik: -1502.68 diff: 0.01740
85 iterations logLik: -1502.66 diff: 0.01617
86 iterations logLik: -1502.64 diff: 0.01499
87 iterations logLik: -1502.63 diff: 0.01388
88 iterations logLik: -1502.62 diff: 0.01284
89 iterations logLik: -1502.61 diff: 0.01187
90 iterations logLik: -1502.59 diff: 0.01096
91 iterations logLik: -1502.58 diff: 0.01011
92 iterations logLik: -1502.58 diff: 0.00933
93 iterations logLik: -1502.57 diff: 0.00860
94 iterations logLik: -1502.56 diff: 0.00792
95 iterations logLik: -1502.55 diff: 0.00730
96 iterations logLik: -1502.55 diff: 0.00672
97 iterations logLik: -1502.54 diff: 0.00620
98 iterations logLik: -1502.53 diff: 0.00571
99 iterations logLik: -1502.53 diff: 0.00526
100 iterations logLik: -1502.52 diff: 0.00485
#> 101 iterations logLik: -1502.52 diff: 0.00447
102 iterations logLik: -1502.51 diff: 0.00413
103 iterations logLik: -1502.51 diff: 0.00381
104 iterations logLik: -1502.51 diff: 0.00352
105 iterations logLik: -1502.50 diff: 0.00326
106 iterations logLik: -1502.50 diff: 0.00301
107 iterations logLik: -1502.50 diff: 0.00279
108 iterations logLik: -1502.50 diff: 0.00259
109 iterations logLik: -1502.49 diff: 0.00240
110 iterations logLik: -1502.49 diff: 0.00223
111 iterations logLik: -1502.49 diff: 0.00208
112 iterations logLik: -1502.49 diff: 0.00194
113 iterations logLik: -1502.48 diff: 0.00181
114 iterations logLik: -1502.48 diff: 0.00170
115 iterations logLik: -1502.48 diff: 0.00159
116 iterations logLik: -1502.48 diff: 0.00150
117 iterations logLik: -1502.48 diff: 0.00141
118 iterations logLik: -1502.48 diff: 0.00133
119 iterations logLik: -1502.48 diff: 0.00126
120 iterations logLik: -1502.47 diff: 0.00120
121 iterations logLik: -1502.47 diff: 0.00114
122 iterations logLik: -1502.47 diff: 0.00109
123 iterations logLik: -1502.47 diff: 0.00105
124 iterations logLik: -1502.47 diff: 0.00101
125 iterations logLik: -1502.47 diff: 0.00097
126 iterations logLik: -1502.47 diff: 0.00094
127 iterations logLik: -1502.47 diff: 0.00091
128 iterations logLik: -1502.47 diff: 0.00089
129 iterations logLik: -1502.47 diff: 0.00087
130 iterations logLik: -1502.47 diff: 0.00086
131 iterations logLik: -1502.46 diff: 0.00085
132 iterations logLik: -1502.46 diff: 0.00084
133 iterations logLik: -1502.46 diff: 0.00083
134 iterations logLik: -1502.46 diff: 0.00083
135 iterations logLik: -1502.46 diff: 0.00083
136 iterations logLik: -1502.46 diff: 0.00083
137 iterations logLik: -1502.46 diff: 0.00084
138 iterations logLik: -1502.46 diff: 0.00084
139 iterations logLik: -1502.46 diff: 0.00085
140 iterations logLik: -1502.46 diff: 0.00086
141 iterations logLik: -1502.46 diff: 0.00088
142 iterations logLik: -1502.46 diff: 0.00089
143 iterations logLik: -1502.45 diff: 0.00091
144 iterations logLik: -1502.45 diff: 0.00093
145 iterations logLik: -1502.45 diff: 0.00095
146 iterations logLik: -1502.45 diff: 0.00098
147 iterations logLik: -1502.45 diff: 0.00100
148 iterations logLik: -1502.45 diff: 0.00103
149 iterations logLik: -1502.45 diff: 0.00106
150 iterations logLik: -1502.45 diff: 0.00110
151 iterations logLik: -1502.45 diff: 0.00113
152 iterations logLik: -1502.44 diff: 0.00117
153 iterations logLik: -1502.44 diff: 0.00121
154 iterations logLik: -1502.44 diff: 0.00125
155 iterations logLik: -1502.44 diff: 0.00129
156 iterations logLik: -1502.44 diff: 0.00134
157 iterations logLik: -1502.44 diff: 0.00138
158 iterations logLik: -1502.44 diff: 0.00144
159 iterations logLik: -1502.44 diff: 0.00149
160 iterations logLik: -1502.43 diff: 0.00154
161 iterations logLik: -1502.43 diff: 0.00160
162 iterations logLik: -1502.43 diff: 0.00166
163 iterations logLik: -1502.43 diff: 0.00172
164 iterations logLik: -1502.43 diff: 0.00179
165 iterations logLik: -1502.43 diff: 0.00186
166 iterations logLik: -1502.42 diff: 0.00193
167 iterations logLik: -1502.42 diff: 0.00200
168 iterations logLik: -1502.42 diff: 0.00208
169 iterations logLik: -1502.42 diff: 0.00216
170 iterations logLik: -1502.41 diff: 0.00224
171 iterations logLik: -1502.41 diff: 0.00232
172 iterations logLik: -1502.41 diff: 0.00241
173 iterations logLik: -1502.41 diff: 0.00249
174 iterations logLik: -1502.41 diff: 0.00258
175 iterations logLik: -1502.40 diff: 0.00268
176 iterations logLik: -1502.40 diff: 0.00277
177 iterations logLik: -1502.40 diff: 0.00286
178 iterations logLik: -1502.39 diff: 0.00296
179 iterations logLik: -1502.39 diff: 0.00306
180 iterations logLik: -1502.39 diff: 0.00316
181 iterations logLik: -1502.38 diff: 0.00325
182 iterations logLik: -1502.38 diff: 0.00335
183 iterations logLik: -1502.38 diff: 0.00345
184 iterations logLik: -1502.37 diff: 0.00354
185 iterations logLik: -1502.37 diff: 0.00364
186 iterations logLik: -1502.37 diff: 0.00373
187 iterations logLik: -1502.36 diff: 0.00382
188 iterations logLik: -1502.36 diff: 0.00390
189 iterations logLik: -1502.35 diff: 0.00398
190 iterations logLik: -1502.35 diff: 0.00406
191 iterations logLik: -1502.35 diff: 0.00413
192 iterations logLik: -1502.34 diff: 0.00419
193 iterations logLik: -1502.34 diff: 0.00425
194 iterations logLik: -1502.33 diff: 0.00430
195 iterations logLik: -1502.33 diff: 0.00434
196 iterations logLik: -1502.33 diff: 0.00437
197 iterations logLik: -1502.32 diff: 0.00439
198 iterations logLik: -1502.32 diff: 0.00440
199 iterations logLik: -1502.31 diff: 0.00439
200 iterations logLik: -1502.31 diff: 0.00438
#> 201 iterations logLik: -1502.30 diff: 0.00436
202 iterations logLik: -1502.30 diff: 0.00432
203 iterations logLik: -1502.29 diff: 0.00427
204 iterations logLik: -1502.29 diff: 0.00421
205 iterations logLik: -1502.29 diff: 0.00414
206 iterations logLik: -1502.28 diff: 0.00406
207 iterations logLik: -1502.28 diff: 0.00396
208 iterations logLik: -1502.27 diff: 0.00386
209 iterations logLik: -1502.27 diff: 0.00375
210 iterations logLik: -1502.27 diff: 0.00363
211 iterations logLik: -1502.26 diff: 0.00350
212 iterations logLik: -1502.26 diff: 0.00336
213 iterations logLik: -1502.26 diff: 0.00322
214 iterations logLik: -1502.25 diff: 0.00307
215 iterations logLik: -1502.25 diff: 0.00292
216 iterations logLik: -1502.25 diff: 0.00277
217 iterations logLik: -1502.25 diff: 0.00262
218 iterations logLik: -1502.24 diff: 0.00247
219 iterations logLik: -1502.24 diff: 0.00232
220 iterations logLik: -1502.24 diff: 0.00217
221 iterations logLik: -1502.24 diff: 0.00203
222 iterations logLik: -1502.23 diff: 0.00189
223 iterations logLik: -1502.23 diff: 0.00175
224 iterations logLik: -1502.23 diff: 0.00162
225 iterations logLik: -1502.23 diff: 0.00150
226 iterations logLik: -1502.23 diff: 0.00138
227 iterations logLik: -1502.23 diff: 0.00127
228 iterations logLik: -1502.23 diff: 0.00116
229 iterations logLik: -1502.23 diff: 0.00106
230 iterations logLik: -1502.22 diff: 0.00097
231 iterations logLik: -1502.22 diff: 0.00088
232 iterations logLik: -1502.22 diff: 0.00080
233 iterations logLik: -1502.22 diff: 0.00073
234 iterations logLik: -1502.22 diff: 0.00066
235 iterations logLik: -1502.22 diff: 0.00060
236 iterations logLik: -1502.22 diff: 0.00054
237 iterations logLik: -1502.22 diff: 0.00049
238 iterations logLik: -1502.22 diff: 0.00044
239 iterations logLik: -1502.22 diff: 0.00039
240 iterations logLik: -1502.22 diff: 0.00035
241 iterations logLik: -1502.22 diff: 0.00032
242 iterations logLik: -1502.22 diff: 0.00029
243 iterations logLik: -1502.22 diff: 0.00026
244 iterations logLik: -1502.22 diff: 0.00023
245 iterations logLik: -1502.22 diff: 0.00021
246 iterations logLik: -1502.22 diff: 0.00018
247 iterations logLik: -1502.22 diff: 0.00016
248 iterations logLik: -1502.22 diff: 0.00015
249 iterations logLik: -1502.22 diff: 0.00013
250 iterations logLik: -1502.22 diff: 0.00012
251 iterations logLik: -1502.22 diff: 0.00011
252 iterations logLik: -1502.22 diff: 0.00010
253 iterations logLik: -1502.22 diff: 0.00009
254 iterations logLik: -1502.22 diff: 0.00008
255 iterations logLik: -1502.22 diff: 0.00007
256 iterations logLik: -1502.22 diff: 0.00006
257 iterations logLik: -1502.22 diff: 0.00006
258 iterations logLik: -1502.22 diff: 0.00005
259 iterations logLik: -1502.22 diff: 0.00005
260 iterations logLik: -1502.22 diff: 0.00004
261 iterations logLik: -1502.22 diff: 0.00004
262 iterations logLik: -1502.22 diff: 0.00004
263 iterations logLik: -1502.22 diff: 0.00003
264 iterations logLik: -1502.22 diff: 0.00003
265 iterations logLik: -1502.22 diff: 0.00003
266 iterations logLik: -1502.22 diff: 0.00003
267 iterations logLik: -1502.22 diff: 0.00002
268 iterations logLik: -1502.22 diff: 0.00002
269 iterations logLik: -1502.22 diff: 0.00002
270 iterations logLik: -1502.22 diff: 0.00002
271 iterations logLik: -1502.22 diff: 0.00002
272 iterations logLik: -1502.22 diff: 0.00002
273 iterations logLik: -1502.22 diff: 0.00002
274 iterations logLik: -1502.22 diff: 0.00002
275 iterations logLik: -1502.22 diff: 0.00002
276 iterations logLik: -1502.22 diff: 0.00002
277 iterations logLik: -1502.22 diff: 0.00002
278 iterations logLik: -1502.22 diff: 0.00002
279 iterations logLik: -1502.22 diff: 0.00002
280 iterations logLik: -1502.21 diff: 0.00002
281 iterations logLik: -1502.21 diff: 0.00002
282 iterations logLik: -1502.21 diff: 0.00002
283 iterations logLik: -1502.21 diff: 0.00002
284 iterations logLik: -1502.21 diff: 0.00002
285 iterations logLik: -1502.21 diff: 0.00002
286 iterations logLik: -1502.21 diff: 0.00003
287 iterations logLik: -1502.21 diff: 0.00003
288 iterations logLik: -1502.21 diff: 0.00003
289 iterations logLik: -1502.21 diff: 0.00003
290 iterations logLik: -1502.21 diff: 0.00003
291 iterations logLik: -1502.21 diff: 0.00003
292 iterations logLik: -1502.21 diff: 0.00003
293 iterations logLik: -1502.21 diff: 0.00004
294 iterations logLik: -1502.21 diff: 0.00004
295 iterations logLik: -1502.21 diff: 0.00004
296 iterations logLik: -1502.21 diff: 0.00004
297 iterations logLik: -1502.21 diff: 0.00004
298 iterations logLik: -1502.21 diff: 0.00005
299 iterations logLik: -1502.21 diff: 0.00005
300 iterations logLik: -1502.21 diff: 0.00005
#> 301 iterations logLik: -1502.21 diff: 0.00005
302 iterations logLik: -1502.21 diff: 0.00006
303 iterations logLik: -1502.21 diff: 0.00006
304 iterations logLik: -1502.21 diff: 0.00006
305 iterations logLik: -1502.21 diff: 0.00006
306 iterations logLik: -1502.21 diff: 0.00007
307 iterations logLik: -1502.21 diff: 0.00007
308 iterations logLik: -1502.21 diff: 0.00008
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310 iterations logLik: -1502.21 diff: 0.00008
311 iterations logLik: -1502.21 diff: 0.00009
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313 iterations logLik: -1502.21 diff: 0.00010
314 iterations logLik: -1502.21 diff: 0.00010
315 iterations logLik: -1502.21 diff: 0.00011
316 iterations logLik: -1502.21 diff: 0.00012
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318 iterations logLik: -1502.21 diff: 0.00013
319 iterations logLik: -1502.21 diff: 0.00014
320 iterations logLik: -1502.21 diff: 0.00015
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322 iterations logLik: -1502.21 diff: 0.00016
323 iterations logLik: -1502.21 diff: 0.00017
324 iterations logLik: -1502.21 diff: 0.00018
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326 iterations logLik: -1502.21 diff: 0.00020
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399 iterations logLik: -1501.65 diff: 0.02079
400 iterations logLik: -1501.63 diff: 0.01926
#> 401 iterations logLik: -1501.61 diff: 0.01777
402 iterations logLik: -1501.60 diff: 0.01638
403 iterations logLik: -1501.58 diff: 0.01511
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428 iterations logLik: -1501.34 diff: 0.00897
429 iterations logLik: -1501.34 diff: 0.00892
430 iterations logLik: -1501.33 diff: 0.00885
431 iterations logLik: -1501.32 diff: 0.00874
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435 iterations logLik: -1501.28 diff: 0.00800
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470 iterations logLik: -1501.14 diff: 0.00191
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500 iterations logLik: -1501.10 diff: 0.00085
#> 501 iterations logLik: -1501.10 diff: 0.00082
502 iterations logLik: -1501.10 diff: 0.00079
503 iterations logLik: -1501.10 diff: 0.00077
504 iterations logLik: -1501.10 diff: 0.00074
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534 iterations logLik: -1501.09 diff: 0.00030
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556 iterations logLik: -1501.08 diff: 0.00019
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#> 601 iterations logLik: -1501.08 diff: 0.00009
602 iterations logLik: -1501.08 diff: 0.00009
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683 iterations logLik: -1501.07 diff: 0.00003
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#> 701 iterations logLik: -1501.07 diff: 0.00003
702 iterations logLik: -1501.07 diff: 0.00003
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#> 801 iterations logLik: -1501.07 diff: 0.00001
802 iterations logLik: -1501.07 diff: 0.00001
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831 iterations logLik: -1501.07 diff: 9.9e-06
832 iterations logLik: -1501.07 diff: 9.9e-06
833 iterations logLik: -1501.07 diff: 9.8e-06
834 iterations logLik: -1501.07 diff: 9.7e-06
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836 iterations logLik: -1501.07 diff: 9.6e-06
837 iterations logLik: -1501.07 diff: 9.5e-06
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854 iterations logLik: -1501.07 diff: 8.5e-06
855 iterations logLik: -1501.07 diff: 8.4e-06
856 iterations logLik: -1501.07 diff: 8.4e-06
857 iterations logLik: -1501.07 diff: 8.3e-06
858 iterations logLik: -1501.07 diff: 8.3e-06
859 iterations logLik: -1501.07 diff: 8.2e-06
860 iterations logLik: -1501.07 diff: 8.2e-06
861 iterations logLik: -1501.07 diff: 8.1e-06
862 iterations logLik: -1501.07 diff: 8.1e-06
863 iterations logLik: -1501.07 diff: 8.0e-06
864 iterations logLik: -1501.07 diff: 8.0e-06
865 iterations logLik: -1501.07 diff: 7.9e-06
866 iterations logLik: -1501.07 diff: 7.9e-06
867 iterations logLik: -1501.07 diff: 7.8e-06
868 iterations logLik: -1501.07 diff: 7.8e-06
869 iterations logLik: -1501.07 diff: 7.7e-06
870 iterations logLik: -1501.07 diff: 7.7e-06
871 iterations logLik: -1501.07 diff: 7.6e-06
872 iterations logLik: -1501.07 diff: 7.6e-06
873 iterations logLik: -1501.07 diff: 7.5e-06
874 iterations logLik: -1501.07 diff: 7.5e-06
875 iterations logLik: -1501.07 diff: 7.4e-06
876 iterations logLik: -1501.07 diff: 7.4e-06
877 iterations logLik: -1501.07 diff: 7.3e-06
878 iterations logLik: -1501.07 diff: 7.3e-06
879 iterations logLik: -1501.07 diff: 7.2e-06
880 iterations logLik: -1501.07 diff: 7.2e-06
881 iterations logLik: -1501.07 diff: 7.1e-06
882 iterations logLik: -1501.07 diff: 7.1e-06
883 iterations logLik: -1501.07 diff: 7.1e-06
884 iterations logLik: -1501.07 diff: 7.0e-06
885 iterations logLik: -1501.07 diff: 7.0e-06
886 iterations logLik: -1501.07 diff: 6.9e-06
887 iterations logLik: -1501.07 diff: 6.9e-06
888 iterations logLik: -1501.07 diff: 6.8e-06
889 iterations logLik: -1501.07 diff: 6.8e-06
890 iterations logLik: -1501.07 diff: 6.8e-06
891 iterations logLik: -1501.07 diff: 6.7e-06
892 iterations logLik: -1501.07 diff: 6.7e-06
893 iterations logLik: -1501.07 diff: 6.6e-06
894 iterations logLik: -1501.07 diff: 6.6e-06
895 iterations logLik: -1501.07 diff: 6.6e-06
896 iterations logLik: -1501.07 diff: 6.5e-06
897 iterations logLik: -1501.07 diff: 6.5e-06
898 iterations logLik: -1501.07 diff: 6.5e-06
899 iterations logLik: -1501.07 diff: 6.4e-06
900 iterations logLik: -1501.07 diff: 6.4e-06
#> 901 iterations logLik: -1501.07 diff: 6.3e-06
902 iterations logLik: -1501.07 diff: 6.3e-06
903 iterations logLik: -1501.07 diff: 6.3e-06
904 iterations logLik: -1501.07 diff: 6.2e-06
905 iterations logLik: -1501.07 diff: 6.2e-06
906 iterations logLik: -1501.07 diff: 6.2e-06
907 iterations logLik: -1501.07 diff: 6.1e-06
908 iterations logLik: -1501.07 diff: 6.1e-06
909 iterations logLik: -1501.07 diff: 6.1e-06
910 iterations logLik: -1501.07 diff: 6.0e-06
911 iterations logLik: -1501.07 diff: 6.0e-06
912 iterations logLik: -1501.07 diff: 6.0e-06
913 iterations logLik: -1501.07 diff: 5.9e-06
914 iterations logLik: -1501.07 diff: 5.9e-06
915 iterations logLik: -1501.07 diff: 5.9e-06
916 iterations logLik: -1501.07 diff: 5.8e-06
917 iterations logLik: -1501.07 diff: 5.8e-06
918 iterations logLik: -1501.07 diff: 5.8e-06
919 iterations logLik: -1501.07 diff: 5.7e-06
920 iterations logLik: -1501.07 diff: 5.7e-06
921 iterations logLik: -1501.07 diff: 5.7e-06
922 iterations logLik: -1501.07 diff: 5.6e-06
923 iterations logLik: -1501.07 diff: 5.6e-06
924 iterations logLik: -1501.07 diff: 5.6e-06
925 iterations logLik: -1501.07 diff: 5.6e-06
926 iterations logLik: -1501.07 diff: 5.5e-06
927 iterations logLik: -1501.07 diff: 5.5e-06
928 iterations logLik: -1501.07 diff: 5.5e-06
929 iterations logLik: -1501.07 diff: 5.4e-06
930 iterations logLik: -1501.07 diff: 5.4e-06
931 iterations logLik: -1501.07 diff: 5.4e-06
932 iterations logLik: -1501.07 diff: 5.4e-06
933 iterations logLik: -1501.07 diff: 5.3e-06
934 iterations logLik: -1501.07 diff: 5.3e-06
935 iterations logLik: -1501.07 diff: 5.3e-06
936 iterations logLik: -1501.07 diff: 5.3e-06
937 iterations logLik: -1501.07 diff: 5.3e-06
938 iterations logLik: -1501.07 diff: 5.2e-06
939 iterations logLik: -1501.07 diff: 5.2e-06
940 iterations logLik: -1501.07 diff: 5.2e-06
941 iterations logLik: -1501.07 diff: 5.2e-06
942 iterations logLik: -1501.07 diff: 5.2e-06
943 iterations logLik: -1501.07 diff: 5.1e-06
944 iterations logLik: -1501.07 diff: 5.1e-06
945 iterations logLik: -1501.07 diff: 5.1e-06
946 iterations logLik: -1501.07 diff: 5.1e-06
947 iterations logLik: -1501.07 diff: 5.1e-06
948 iterations logLik: -1501.07 diff: 5.1e-06
949 iterations logLik: -1501.07 diff: 5.0e-06
950 iterations logLik: -1501.07 diff: 5.0e-06
951 iterations logLik: -1501.07 diff: 5.0e-06
952 iterations logLik: -1501.07 diff: 5.0e-06
953 iterations logLik: -1501.07 diff: 5.0e-06
954 iterations logLik: -1501.07 diff: 5.0e-06
955 iterations logLik: -1501.07 diff: 5.0e-06
956 iterations logLik: -1501.07 diff: 5.0e-06
957 iterations logLik: -1501.07 diff: 5.0e-06
958 iterations logLik: -1501.07 diff: 5.0e-06
959 iterations logLik: -1501.07 diff: 5.0e-06
960 iterations logLik: -1501.07 diff: 5.0e-06
961 iterations logLik: -1501.07 diff: 5.0e-06
962 iterations logLik: -1501.07 diff: 5.0e-06
963 iterations logLik: -1501.07 diff: 5.0e-06
964 iterations logLik: -1501.07 diff: 5.0e-06
965 iterations logLik: -1501.07 diff: 5.0e-06
966 iterations logLik: -1501.07 diff: 5.0e-06
967 iterations logLik: -1501.07 diff: 5.0e-06
968 iterations logLik: -1501.07 diff: 5.0e-06
969 iterations logLik: -1501.07 diff: 5.0e-06
970 iterations logLik: -1501.07 diff: 5.0e-06
971 iterations logLik: -1501.07 diff: 5.1e-06
972 iterations logLik: -1501.07 diff: 5.1e-06
973 iterations logLik: -1501.07 diff: 5.1e-06
974 iterations logLik: -1501.07 diff: 5.1e-06
975 iterations logLik: -1501.07 diff: 5.2e-06
976 iterations logLik: -1501.07 diff: 5.2e-06
977 iterations logLik: -1501.07 diff: 5.2e-06
978 iterations logLik: -1501.07 diff: 5.3e-06
979 iterations logLik: -1501.07 diff: 5.3e-06
980 iterations logLik: -1501.07 diff: 5.4e-06
981 iterations logLik: -1501.07 diff: 5.4e-06
982 iterations logLik: -1501.07 diff: 5.5e-06
983 iterations logLik: -1501.07 diff: 5.5e-06
984 iterations logLik: -1501.07 diff: 5.6e-06
985 iterations logLik: -1501.07 diff: 5.7e-06
986 iterations logLik: -1501.07 diff: 5.7e-06
987 iterations logLik: -1501.07 diff: 5.8e-06
988 iterations logLik: -1501.07 diff: 5.9e-06
989 iterations logLik: -1501.07 diff: 6.0e-06
990 iterations logLik: -1501.07 diff: 6.1e-06
991 iterations logLik: -1501.07 diff: 6.2e-06
992 iterations logLik: -1501.07 diff: 6.3e-06
993 iterations logLik: -1501.07 diff: 6.4e-06
994 iterations logLik: -1501.07 diff: 6.5e-06
995 iterations logLik: -1501.07 diff: 6.7e-06
996 iterations logLik: -1501.07 diff: 6.8e-06
997 iterations logLik: -1501.07 diff: 6.9e-06
998 iterations logLik: -1501.07 diff: 7.1e-06
999 iterations logLik: -1501.07 diff: 7.3e-06
1000 iterations logLik: -1501.07 diff: 7.4e-06
#> 1001 iterations logLik: -1501.07 diff: 7.6e-06
1002 iterations logLik: -1501.07 diff: 7.8e-06
1003 iterations logLik: -1501.07 diff: 8.0e-06
1004 iterations logLik: -1501.07 diff: 8.3e-06
1005 iterations logLik: -1501.07 diff: 8.5e-06
1006 iterations logLik: -1501.07 diff: 8.7e-06
1007 iterations logLik: -1501.07 diff: 9.0e-06
1008 iterations logLik: -1501.07 diff: 9.3e-06
1009 iterations logLik: -1501.07 diff: 9.6e-06
1010 iterations logLik: -1501.07 diff: 9.9e-06
1011 iterations logLik: -1501.07 diff: 0.00001
1012 iterations logLik: -1501.07 diff: 0.00001
1013 iterations logLik: -1501.07 diff: 0.00001
1014 iterations logLik: -1501.07 diff: 0.00001
1015 iterations logLik: -1501.07 diff: 0.00001
1016 iterations logLik: -1501.07 diff: 0.00001
1017 iterations logLik: -1501.07 diff: 0.00001
1018 iterations logLik: -1501.07 diff: 0.00001
1019 iterations logLik: -1501.07 diff: 0.00001
1020 iterations logLik: -1501.07 diff: 0.00001
1021 iterations logLik: -1501.07 diff: 0.00001
1022 iterations logLik: -1501.07 diff: 0.00002
1023 iterations logLik: -1501.07 diff: 0.00002
1024 iterations logLik: -1501.07 diff: 0.00002
1025 iterations logLik: -1501.07 diff: 0.00002
1026 iterations logLik: -1501.07 diff: 0.00002
1027 iterations logLik: -1501.07 diff: 0.00002
1028 iterations logLik: -1501.07 diff: 0.00002
1029 iterations logLik: -1501.07 diff: 0.00002
1030 iterations logLik: -1501.07 diff: 0.00002
1031 iterations logLik: -1501.07 diff: 0.00002
1032 iterations logLik: -1501.07 diff: 0.00002
1033 iterations logLik: -1501.07 diff: 0.00002
1034 iterations logLik: -1501.07 diff: 0.00003
1035 iterations logLik: -1501.07 diff: 0.00003
1036 iterations logLik: -1501.07 diff: 0.00003
1037 iterations logLik: -1501.07 diff: 0.00003
1038 iterations logLik: -1501.07 diff: 0.00003
1039 iterations logLik: -1501.07 diff: 0.00003
1040 iterations logLik: -1501.07 diff: 0.00003
1041 iterations logLik: -1501.07 diff: 0.00004
1042 iterations logLik: -1501.07 diff: 0.00004
1043 iterations logLik: -1501.07 diff: 0.00004
1044 iterations logLik: -1501.07 diff: 0.00004
1045 iterations logLik: -1501.07 diff: 0.00004
1046 iterations logLik: -1501.07 diff: 0.00004
1047 iterations logLik: -1501.07 diff: 0.00005
1048 iterations logLik: -1501.07 diff: 0.00005
1049 iterations logLik: -1501.07 diff: 0.00005
1050 iterations logLik: -1501.07 diff: 0.00005
1051 iterations logLik: -1501.07 diff: 0.00006
1052 iterations logLik: -1501.07 diff: 0.00006
1053 iterations logLik: -1501.07 diff: 0.00006
1054 iterations logLik: -1501.07 diff: 0.00006
1055 iterations logLik: -1501.07 diff: 0.00007
1056 iterations logLik: -1501.07 diff: 0.00007
1057 iterations logLik: -1501.07 diff: 0.00007
1058 iterations logLik: -1501.07 diff: 0.00008
1059 iterations logLik: -1501.07 diff: 0.00008
1060 iterations logLik: -1501.07 diff: 0.00008
1061 iterations logLik: -1501.07 diff: 0.00009
1062 iterations logLik: -1501.07 diff: 0.00009
1063 iterations logLik: -1501.07 diff: 0.00010
1064 iterations logLik: -1501.07 diff: 0.00010
1065 iterations logLik: -1501.07 diff: 0.00010
1066 iterations logLik: -1501.07 diff: 0.00011
1067 iterations logLik: -1501.07 diff: 0.00011
1068 iterations logLik: -1501.06 diff: 0.00012
1069 iterations logLik: -1501.06 diff: 0.00012
1070 iterations logLik: -1501.06 diff: 0.00013
1071 iterations logLik: -1501.06 diff: 0.00013
1072 iterations logLik: -1501.06 diff: 0.00014
1073 iterations logLik: -1501.06 diff: 0.00015
1074 iterations logLik: -1501.06 diff: 0.00015
1075 iterations logLik: -1501.06 diff: 0.00016
1076 iterations logLik: -1501.06 diff: 0.00016
1077 iterations logLik: -1501.06 diff: 0.00017
1078 iterations logLik: -1501.06 diff: 0.00018
1079 iterations logLik: -1501.06 diff: 0.00018
1080 iterations logLik: -1501.06 diff: 0.00019
1081 iterations logLik: -1501.06 diff: 0.00020
1082 iterations logLik: -1501.06 diff: 0.00020
1083 iterations logLik: -1501.06 diff: 0.00021
1084 iterations logLik: -1501.06 diff: 0.00022
1085 iterations logLik: -1501.06 diff: 0.00022
1086 iterations logLik: -1501.06 diff: 0.00023
1087 iterations logLik: -1501.06 diff: 0.00024
1088 iterations logLik: -1501.06 diff: 0.00024
1089 iterations logLik: -1501.06 diff: 0.00025
1090 iterations logLik: -1501.06 diff: 0.00026
1091 iterations logLik: -1501.06 diff: 0.00026
1092 iterations logLik: -1501.06 diff: 0.00027
1093 iterations logLik: -1501.06 diff: 0.00027
1094 iterations logLik: -1501.06 diff: 0.00028
1095 iterations logLik: -1501.06 diff: 0.00029
1096 iterations logLik: -1501.06 diff: 0.00029
1097 iterations logLik: -1501.06 diff: 0.00030
1098 iterations logLik: -1501.06 diff: 0.00030
1099 iterations logLik: -1501.06 diff: 0.00030
1100 iterations logLik: -1501.06 diff: 0.00031
#> 1101 iterations logLik: -1501.06 diff: 0.00031
1102 iterations logLik: -1501.06 diff: 0.00031
1103 iterations logLik: -1501.06 diff: 0.00031
1104 iterations logLik: -1501.06 diff: 0.00031
1105 iterations logLik: -1501.06 diff: 0.00032
1106 iterations logLik: -1501.06 diff: 0.00032
1107 iterations logLik: -1501.06 diff: 0.00032
1108 iterations logLik: -1501.06 diff: 0.00031
1109 iterations logLik: -1501.06 diff: 0.00031
1110 iterations logLik: -1501.05 diff: 0.00031
1111 iterations logLik: -1501.05 diff: 0.00031
1112 iterations logLik: -1501.05 diff: 0.00030
1113 iterations logLik: -1501.05 diff: 0.00030
1114 iterations logLik: -1501.05 diff: 0.00030
1115 iterations logLik: -1501.05 diff: 0.00029
1116 iterations logLik: -1501.05 diff: 0.00029
1117 iterations logLik: -1501.05 diff: 0.00028
1118 iterations logLik: -1501.05 diff: 0.00027
1119 iterations logLik: -1501.05 diff: 0.00027
1120 iterations logLik: -1501.05 diff: 0.00026
1121 iterations logLik: -1501.05 diff: 0.00025
1122 iterations logLik: -1501.05 diff: 0.00025
1123 iterations logLik: -1501.05 diff: 0.00024
1124 iterations logLik: -1501.05 diff: 0.00023
1125 iterations logLik: -1501.05 diff: 0.00022
1126 iterations logLik: -1501.05 diff: 0.00021
1127 iterations logLik: -1501.05 diff: 0.00020
1128 iterations logLik: -1501.05 diff: 0.00020
1129 iterations logLik: -1501.05 diff: 0.00019
1130 iterations logLik: -1501.05 diff: 0.00018
1131 iterations logLik: -1501.05 diff: 0.00017
1132 iterations logLik: -1501.05 diff: 0.00016
1133 iterations logLik: -1501.05 diff: 0.00016
1134 iterations logLik: -1501.05 diff: 0.00015
1135 iterations logLik: -1501.05 diff: 0.00014
1136 iterations logLik: -1501.05 diff: 0.00013
1137 iterations logLik: -1501.05 diff: 0.00013
1138 iterations logLik: -1501.05 diff: 0.00012
1139 iterations logLik: -1501.05 diff: 0.00011
1140 iterations logLik: -1501.05 diff: 0.00011
1141 iterations logLik: -1501.05 diff: 0.00010
1142 iterations logLik: -1501.05 diff: 0.00009
1143 iterations logLik: -1501.05 diff: 0.00009
1144 iterations logLik: -1501.05 diff: 0.00008
1145 iterations logLik: -1501.05 diff: 0.00008
1146 iterations logLik: -1501.05 diff: 0.00007
1147 iterations logLik: -1501.05 diff: 0.00007
1148 iterations logLik: -1501.05 diff: 0.00006
1149 iterations logLik: -1501.05 diff: 0.00006
1150 iterations logLik: -1501.05 diff: 0.00006
1151 iterations logLik: -1501.05 diff: 0.00005
1152 iterations logLik: -1501.05 diff: 0.00005
1153 iterations logLik: -1501.05 diff: 0.00005
1154 iterations logLik: -1501.05 diff: 0.00004
1155 iterations logLik: -1501.05 diff: 0.00004
1156 iterations logLik: -1501.05 diff: 0.00004
1157 iterations logLik: -1501.05 diff: 0.00004
1158 iterations logLik: -1501.05 diff: 0.00003
1159 iterations logLik: -1501.05 diff: 0.00003
1160 iterations logLik: -1501.05 diff: 0.00003
1161 iterations logLik: -1501.05 diff: 0.00003
1162 iterations logLik: -1501.05 diff: 0.00002
1163 iterations logLik: -1501.05 diff: 0.00002
1164 iterations logLik: -1501.05 diff: 0.00002
1165 iterations logLik: -1501.05 diff: 0.00002
1166 iterations logLik: -1501.05 diff: 0.00002
1167 iterations logLik: -1501.05 diff: 0.00002
1168 iterations logLik: -1501.05 diff: 0.00002
1169 iterations logLik: -1501.05 diff: 0.00002
1170 iterations logLik: -1501.05 diff: 0.00001
1171 iterations logLik: -1501.05 diff: 0.00001
1172 iterations logLik: -1501.05 diff: 0.00001
1173 iterations logLik: -1501.05 diff: 0.00001
1174 iterations logLik: -1501.05 diff: 0.00001
1175 iterations logLik: -1501.05 diff: 0.00001
1176 iterations logLik: -1501.05 diff: 9.8e-06
1177 iterations logLik: -1501.05 diff: 9.3e-06
1178 iterations logLik: -1501.05 diff: 8.7e-06
1179 iterations logLik: -1501.05 diff: 8.2e-06
1180 iterations logLik: -1501.05 diff: 7.8e-06
1181 iterations logLik: -1501.05 diff: 7.3e-06
1182 iterations logLik: -1501.05 diff: 6.9e-06
1183 iterations logLik: -1501.05 diff: 6.6e-06
1184 iterations logLik: -1501.05 diff: 6.2e-06
1185 iterations logLik: -1501.05 diff: 5.9e-06
1186 iterations logLik: -1501.05 diff: 5.6e-06
1187 iterations logLik: -1501.05 diff: 5.4e-06
1188 iterations logLik: -1501.05 diff: 5.1e-06
1189 iterations logLik: -1501.05 diff: 4.9e-06
1190 iterations logLik: -1501.05 diff: 4.7e-06
1191 iterations logLik: -1501.05 diff: 4.5e-06
1192 iterations logLik: -1501.05 diff: 4.3e-06
1193 iterations logLik: -1501.05 diff: 4.1e-06
1194 iterations logLik: -1501.05 diff: 4.0e-06
1195 iterations logLik: -1501.05 diff: 3.8e-06
1196 iterations logLik: -1501.05 diff: 3.7e-06
1197 iterations logLik: -1501.05 diff: 3.6e-06
1198 iterations logLik: -1501.05 diff: 3.5e-06
1199 iterations logLik: -1501.05 diff: 3.4e-06
1200 iterations logLik: -1501.05 diff: 3.3e-06
#> 1201 iterations logLik: -1501.05 diff: 3.2e-06
1202 iterations logLik: -1501.05 diff: 3.1e-06
1203 iterations logLik: -1501.05 diff: 3.0e-06
1204 iterations logLik: -1501.05 diff: 2.9e-06
1205 iterations logLik: -1501.05 diff: 2.9e-06
1206 iterations logLik: -1501.05 diff: 2.8e-06
1207 iterations logLik: -1501.05 diff: 2.7e-06
1208 iterations logLik: -1501.05 diff: 2.7e-06
1209 iterations logLik: -1501.05 diff: 2.6e-06
1210 iterations logLik: -1501.05 diff: 2.6e-06
1211 iterations logLik: -1501.05 diff: 2.5e-06
1212 iterations logLik: -1501.05 diff: 2.5e-06
1213 iterations logLik: -1501.05 diff: 2.4e-06
1214 iterations logLik: -1501.05 diff: 2.4e-06
1215 iterations logLik: -1501.05 diff: 2.4e-06
1216 iterations logLik: -1501.05 diff: 2.3e-06
1217 iterations logLik: -1501.05 diff: 2.3e-06
1218 iterations logLik: -1501.05 diff: 2.3e-06
1219 iterations logLik: -1501.05 diff: 2.3e-06
1220 iterations logLik: -1501.05 diff: 2.2e-06
1221 iterations logLik: -1501.05 diff: 2.2e-06
1222 iterations logLik: -1501.05 diff: 2.2e-06
1223 iterations logLik: -1501.05 diff: 2.2e-06
1224 iterations logLik: -1501.05 diff: 2.1e-06
1225 iterations logLik: -1501.05 diff: 2.1e-06
1226 iterations logLik: -1501.05 diff: 2.1e-06
1227 iterations logLik: -1501.05 diff: 2.1e-06
1228 iterations logLik: -1501.05 diff: 2.1e-06
1229 iterations logLik: -1501.05 diff: 2.0e-06
1230 iterations logLik: -1501.05 diff: 2.0e-06
1231 iterations logLik: -1501.05 diff: 2.0e-06
1232 iterations logLik: -1501.05 diff: 2.0e-06
1233 iterations logLik: -1501.05 diff: 2.0e-06
1234 iterations logLik: -1501.05 diff: 2.0e-06
1235 iterations logLik: -1501.05 diff: 1.9e-06
1236 iterations logLik: -1501.05 diff: 1.9e-06
1237 iterations logLik: -1501.05 diff: 1.9e-06
1238 iterations logLik: -1501.05 diff: 1.9e-06
1239 iterations logLik: -1501.05 diff: 1.9e-06
1240 iterations logLik: -1501.05 diff: 1.9e-06
1241 iterations logLik: -1501.05 diff: 1.9e-06
1242 iterations logLik: -1501.05 diff: 1.9e-06
1243 iterations logLik: -1501.05 diff: 1.8e-06
1244 iterations logLik: -1501.05 diff: 1.8e-06
1245 iterations logLik: -1501.05 diff: 1.8e-06
1246 iterations logLik: -1501.05 diff: 1.8e-06
1247 iterations logLik: -1501.05 diff: 1.8e-06
1248 iterations logLik: -1501.05 diff: 1.8e-06
1249 iterations logLik: -1501.05 diff: 1.8e-06
1250 iterations logLik: -1501.05 diff: 1.8e-06
1251 iterations logLik: -1501.05 diff: 1.8e-06
1252 iterations logLik: -1501.05 diff: 1.8e-06
1253 iterations logLik: -1501.05 diff: 1.7e-06
1254 iterations logLik: -1501.05 diff: 1.7e-06
1255 iterations logLik: -1501.05 diff: 1.7e-06
1256 iterations logLik: -1501.05 diff: 1.7e-06
1257 iterations logLik: -1501.05 diff: 1.7e-06
1258 iterations logLik: -1501.05 diff: 1.7e-06
1259 iterations logLik: -1501.05 diff: 1.7e-06
1260 iterations logLik: -1501.05 diff: 1.7e-06
1261 iterations logLik: -1501.05 diff: 1.7e-06
1262 iterations logLik: -1501.05 diff: 1.7e-06
1263 iterations logLik: -1501.05 diff: 1.7e-06
1264 iterations logLik: -1501.05 diff: 1.7e-06
1265 iterations logLik: -1501.05 diff: 1.6e-06
1266 iterations logLik: -1501.05 diff: 1.6e-06
1267 iterations logLik: -1501.05 diff: 1.6e-06
1268 iterations logLik: -1501.05 diff: 1.6e-06
1269 iterations logLik: -1501.05 diff: 1.6e-06
1270 iterations logLik: -1501.05 diff: 1.6e-06
1271 iterations logLik: -1501.05 diff: 1.6e-06
1272 iterations logLik: -1501.05 diff: 1.6e-06
1273 iterations logLik: -1501.05 diff: 1.6e-06
1274 iterations logLik: -1501.05 diff: 1.6e-06
1275 iterations logLik: -1501.05 diff: 1.6e-06
1276 iterations logLik: -1501.05 diff: 1.6e-06
1277 iterations logLik: -1501.05 diff: 1.6e-06
1278 iterations logLik: -1501.05 diff: 1.5e-06
1279 iterations logLik: -1501.05 diff: 1.5e-06
1280 iterations logLik: -1501.05 diff: 1.5e-06
1281 iterations logLik: -1501.05 diff: 1.5e-06
1282 iterations logLik: -1501.05 diff: 1.5e-06
1283 iterations logLik: -1501.05 diff: 1.5e-06
1284 iterations logLik: -1501.05 diff: 1.5e-06
1285 iterations logLik: -1501.05 diff: 1.5e-06
1286 iterations logLik: -1501.05 diff: 1.5e-06
1287 iterations logLik: -1501.05 diff: 1.5e-06
1288 iterations logLik: -1501.05 diff: 1.5e-06
1289 iterations logLik: -1501.05 diff: 1.5e-06
1290 iterations logLik: -1501.05 diff: 1.5e-06
1291 iterations logLik: -1501.05 diff: 1.5e-06
1292 iterations logLik: -1501.05 diff: 1.4e-06
1293 iterations logLik: -1501.05 diff: 1.4e-06
1294 iterations logLik: -1501.05 diff: 1.4e-06
1295 iterations logLik: -1501.05 diff: 1.4e-06
1296 iterations logLik: -1501.05 diff: 1.4e-06
1297 iterations logLik: -1501.05 diff: 1.4e-06
1298 iterations logLik: -1501.05 diff: 1.4e-06
1299 iterations logLik: -1501.05 diff: 1.4e-06
1300 iterations logLik: -1501.05 diff: 1.4e-06
#> 1301 iterations logLik: -1501.05 diff: 1.4e-06
1302 iterations logLik: -1501.05 diff: 1.4e-06
1303 iterations logLik: -1501.05 diff: 1.4e-06
1304 iterations logLik: -1501.05 diff: 1.4e-06
1305 iterations logLik: -1501.05 diff: 1.4e-06
1306 iterations logLik: -1501.05 diff: 1.4e-06
1307 iterations logLik: -1501.05 diff: 1.3e-06
1308 iterations logLik: -1501.05 diff: 1.3e-06
1309 iterations logLik: -1501.05 diff: 1.3e-06
1310 iterations logLik: -1501.05 diff: 1.3e-06
1311 iterations logLik: -1501.05 diff: 1.3e-06
1312 iterations logLik: -1501.05 diff: 1.3e-06
1313 iterations logLik: -1501.05 diff: 1.3e-06
1314 iterations logLik: -1501.05 diff: 1.3e-06
1315 iterations logLik: -1501.05 diff: 1.3e-06
1316 iterations logLik: -1501.05 diff: 1.3e-06
1317 iterations logLik: -1501.05 diff: 1.3e-06
1318 iterations logLik: -1501.05 diff: 1.3e-06
1319 iterations logLik: -1501.05 diff: 1.3e-06
1320 iterations logLik: -1501.05 diff: 1.3e-06
1321 iterations logLik: -1501.05 diff: 1.3e-06
1322 iterations logLik: -1501.05 diff: 1.3e-06
1323 iterations logLik: -1501.05 diff: 1.3e-06
1324 iterations logLik: -1501.05 diff: 1.2e-06
1325 iterations logLik: -1501.05 diff: 1.2e-06
1326 iterations logLik: -1501.05 diff: 1.2e-06
1327 iterations logLik: -1501.05 diff: 1.2e-06
1328 iterations logLik: -1501.05 diff: 1.2e-06
1329 iterations logLik: -1501.05 diff: 1.2e-06
1330 iterations logLik: -1501.05 diff: 1.2e-06
1331 iterations logLik: -1501.05 diff: 1.2e-06
1332 iterations logLik: -1501.05 diff: 1.2e-06
1333 iterations logLik: -1501.05 diff: 1.2e-06
1334 iterations logLik: -1501.05 diff: 1.2e-06
1335 iterations logLik: -1501.05 diff: 1.2e-06
1336 iterations logLik: -1501.05 diff: 1.2e-06
1337 iterations logLik: -1501.05 diff: 1.2e-06
1338 iterations logLik: -1501.05 diff: 1.2e-06
1339 iterations logLik: -1501.05 diff: 1.2e-06
1340 iterations logLik: -1501.05 diff: 1.2e-06
1341 iterations logLik: -1501.05 diff: 1.2e-06
1342 iterations logLik: -1501.05 diff: 1.1e-06
1343 iterations logLik: -1501.05 diff: 1.1e-06
1344 iterations logLik: -1501.05 diff: 1.1e-06
1345 iterations logLik: -1501.05 diff: 1.1e-06
1346 iterations logLik: -1501.05 diff: 1.1e-06
1347 iterations logLik: -1501.05 diff: 1.1e-06
1348 iterations logLik: -1501.05 diff: 1.1e-06
1349 iterations logLik: -1501.05 diff: 1.1e-06
1350 iterations logLik: -1501.05 diff: 1.1e-06
1351 iterations logLik: -1501.05 diff: 1.1e-06
1352 iterations logLik: -1501.05 diff: 1.1e-06
1353 iterations logLik: -1501.05 diff: 1.1e-06
1354 iterations logLik: -1501.05 diff: 1.1e-06
1355 iterations logLik: -1501.05 diff: 1.1e-06
1356 iterations logLik: -1501.05 diff: 1.1e-06
1357 iterations logLik: -1501.05 diff: 1.1e-06
1358 iterations logLik: -1501.05 diff: 1.1e-06
1359 iterations logLik: -1501.05 diff: 1.1e-06
1360 iterations logLik: -1501.05 diff: 1.1e-06
1361 iterations logLik: -1501.05 diff: 1.1e-06
1362 iterations logLik: -1501.05 diff: 1.1e-06
1363 iterations logLik: -1501.05 diff: 1.0e-06
1364 iterations logLik: -1501.05 diff: 1.0e-06
1365 iterations logLik: -1501.05 diff: 1.0e-06
1366 iterations logLik: -1501.05 diff: 1.0e-06
1367 iterations logLik: -1501.05 diff: 1.0e-06
1368 iterations logLik: -1501.05 diff: 1.0e-06
1369 iterations logLik: -1501.05 diff: 1.0e-06
1370 iterations logLik: -1501.05 diff: 1.0e-06
1371 iterations logLik: -1501.05 diff: 1.0e-06
1372 iterations logLik: -1501.05 diff: 1.0e-06
1373 iterations logLik: -1501.05 diff: 1.0e-06
1374 iterations logLik: -1501.05 diff: 1.0e-06
#> .. done.
compare(f5_var, f5_inv, test = "chisq")
#> Analysis of Relative Model Fit
#>
#> Model H0: f5_inv
#> Model H1: f5_var
#> Df logLik AIC BIC Gsq Res. Df Pr(>Chi)
#> f5_inv 54 -1501.0 3110.1 3310.1
#> f5_var 84 -1478.4 3124.8 3435.9 45.264 30 0.03647 *
#> ---
#> Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
param(f5_inv)
#> PI :
#> (DLQ1)
#> class
#> 1 2 3 4 5
#> 0.1787 0.2295 0.3350 0.0432 0.2136
#>
#> TAU :
#> (A)
#> parent
#> child 1 2 3 4 5
#> 1 0.4438 0.0508 0.0000 0.0499 0.0649
#> 2 0.0485 0.5382 0.0006 0.1244 0.0000
#> 3 0.0795 0.3053 0.9201 0.8258 0.0000
#> 4 0.1296 0.1057 0.0166 0.0000 0.0000
#> 5 0.2985 0.0000 0.0628 0.0000 0.9351
#>
#> parent DLQ1
#> child DLQ2
#>
#> RHO :
#> (a)
#> class
#> response 1 2 3 4 5
#> 1(V1) 0.8467 0.9195 0.1454 0.7794 0.6053
#> 2 0.1533 0.0805 0.8546 0.2206 0.3947
#> 1(V2) 0.8646 0.2790 0.1143 0.0000 0.9404
#> 2 0.1354 0.7210 0.8857 1.0000 0.0596
#> 1(V3) 0.4766 0.1532 0.0000 0.0000 0.2032
#> 2 0.5234 0.8468 1.0000 1.0000 0.7968
#> 1(V4) 0.9131 0.0484 0.0185 0.8121 0.0376
#> 2 0.0869 0.9516 0.9815 0.1879 0.9624
#> 1(V5) 0.8893 0.0000 0.0156 0.5937 0.0342
#> 2 0.1107 1.0000 0.9844 0.4063 0.9658
#> 1(V6) 0.4963 0.1089 0.0416 0.2374 0.2800
#> 2 0.5037 0.8911 0.9584 0.7626 0.7200
#>
#> V1 V2 V3 V4 V5 V6
#> DLQ1 LIEw1 LOUDw1 DAMAGEw1 SHOPLIFTw1 STEALw1 FIGHTw1
#> DLQ2 LIEw2 LOUDw2 DAMAGEw2 SHOPLIFTw2 STEALw2 FIGHTw2