Latent Variable Mixture Modeling  
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Mixture modeling refers to modeling with categorical latent variables that represent subpopulations where population membership is not known but is inferred from the data. This is referred to as finite mixture modeling in statistics (McLachlan & Peel, 2000).

A special case is latent class analysis (LCA) where the latent classes explain the relationships among the observed dependent variables similar to factor analysis. In contrast to factor analysis, however, LCA provides classification of individuals. Confirmatory LCA with multiple categorical latent variables can be estimated. In Mplus, mixture modeling can be applied to any of the analyses discussed in the other example chapters including regression analysis, path analysis, confirmatory factor analysis (CFA), structural equation modeling (SEM), growth modeling, and multilevel modeling. Observed dependent variables can be continuous, censored, binary, ordered categorical (ordinal), unordered categorical (nominal), counts, or combinations of these variable types. LCA and general mixture models can be extended to include continuous latent variables.

In mixture modeling with longitudinal data, unobserved heterogeneity in the development of an outcome over time is captured by categorical and continuous latent variables. The simplest longitudinal mixture model is latent class growth analysis (LCGA). In LCGA, the mixture corresponds to different latent trajectory classes. No variation across individuals is allowed within classes (Nagin, 1999; Roeder, Lynch, & Nagin, 1999). Another longitudinal mixture model is the growth mixture model (GMM). In GMM, within-class variation is allowed for the latent trajectory classes. The within-class variation is represented by random effects, that is, continuous latent variables, as in regular growth modeling (Muthén & Shedden, 1999; Muthén et al., 2002). All of the growth models discussed in Chapter 6 can be generalized to mixture modeling. Yet another mixture model for analyzing longitudinal data is latent transition analysis (LTA; Collins & Wugalter, 1992; Reboussin et al., 1998), also referred to as hidden Markov modeling, where latent class indicators are measured over time and individuals are allowed to transition between latent classes. With discrete-time survival mixture analysis (DTSMA; Muthén & Masyn, 2004), the repeated observed outcomes represent event histories. For mixture modeling with longitudinal data, observed outcome variables can be continuous, censored, binary, ordered categorical (ordinal), counts, or combinations of these variable types.

For both cross-sectional and longitudinal mixture modeling, Mplus has three estimator choices for all dependent variable types: maximum likelihood (ML) and maximum likelihood with robust standard errors and chi-square (MLR, MLF).
Thread (Start New Thread) Last Post Last Poster Posts
Solutions for Mixture6-22-20  3:57 pmTihomir Asparouhov273
Multinomial logistic regression4-11-19  4:14 pmBengt O. Muthen161
Comparisons between classes12-30-19  11:19 amBengt O. Muthen302
LATENT CLASS REGRESSION MODEL PART6-06-19  5:17 pmBengt O. Muthen121
Power analysis9-12-18  4:59 pmBengt O. Muthen26
Structural equation mixture model8-02-19  4:03 pmMichaela Mozley80
Class Probabilities4-30-19  4:43 pmTihomir Asparouhov119
Growth mixture modeling within a cohort sequential design6-09-19  4:30 pmBengt O. Muthen34
Monte Carlo Study10-11-20  4:17 pmBengt O. Muthen113
LCA with effects between indicators and DIF corrections2-26-16  12:10 pmTihomir Asparouhov20
Negative variance estimates9-28-18  11:04 amBengt O. Muthen14
Changes in latent class membership when predictors are included6-17-20  7:30 amSi Wen69
Parallel process growth mixture modeling-is it possible?9-16-20  3:13 pmBengt O. Muthen126
LCA: Choosing Initial Conditional Probabilities & Number of Classes...7-13-20  4:40 pmBengt O. Muthen76
LCA fit with very sparse response patterns11-14-19  5:16 pmBengt O. Muthen45
Latent Profile Analysis10-14-20  3:40 pmBengt O. Muthen738
Data distribution assumptions with version 2.01-28-15  4:39 pmBengt O. Muthen32
App7 example: odd covariance in class 13-22-01  9:41 amLinda K. Muthen4
Goodness-of-fit statistics for mixture models8-26-20  2:14 pmBengt O. Muthen101
Fitted and raw data question11-01-10  9:03 amLinda K. Muthen6
Non-Invariant Psi and Theta5-02-05  6:09 amLinda K. Muthen4
Survival analysis10-16-19  8:23 amTihomir Asparouhov125
LCA and Nominal data12-20-19  5:06 amEleanor Winpenny23
Predictors of latent class membership10-08-20  11:18 amBengt O. Muthen86
Training Data6-26-12  5:13 pmBengt O. Muthen16
LCA and cluster analysis3-17-19  4:25 pmBengt O. Muthen98
Complier Average Causal Efect (CACE) estimation3-30-20  4:20 pmBengt O. Muthen127
LCA with binary and categorical indicators, and continuous outcomes11-01-19  5:20 pmBengt O. Muthen107
Mixture modeling with multilevel data4-13-20  7:34 pmTihomir Asparouhov48
Binary and continuous dependent variables indicating the same laten...10-06-20  10:52 pmLT11
Ordered categorical as mixture indicator?9-20-20  5:46 pmBengt O. Muthen10
Reporting Results 1-04-15  10:40 amBengt O. Muthen12
Correlate covariates in Growth Mixture Modeling12-05-11  3:28 pmLinda K. Muthen6
LCA and binary outcome variable6-24-19  6:26 pmNicholas Barr47
Estimation of Continuous Regression within classes12-12-08  6:38 amBengt O. Muthen13
Set time scales free6-18-09  8:59 amLinda K. Muthen4
Class sizes12-14-16  11:52 amBengt O. Muthen21
Equality Constraints Across Latent Classes5-23-19  9:35 amJuan Caro28
LCGA var/cov specification6-28-17  6:26 pmBengt O. Muthen14
Class with "no growth"9-23-02  6:12 pmbmuthen2
LCA s.e.'s for estimates in probability scale3-21-14  10:30 amTihomir Asparouhov3
Significant Test in LCA with Continuous Outcome10-18-02  3:04 pmbmuthen2
Problems with parameter estimation8-24-15  5:40 amLinda K. Muthen9
LCA syntax problem2-28-18  12:11 pmKate Phillips20
Probit-linear mixed model with correlated errors1-13-03  10:25 ambmuthen2
Group differences in LCA5-14-20  3:48 pmBengt O. Muthen136
The difference between GMM and LCGA7-13-20  4:38 pmBengt O. Muthen38
Power analysis6-29-19  12:35 pmBengt O. Muthen25
Interpreating distal outcomes12-28-17  12:58 pmBengt O. Muthen30
Latent Transition Analysis (LTA)10-27-20  10:48 amBengt O. Muthen651
Latent Profile Analysis1-10-15  9:27 amBengt O. Muthen37
Multinomial logistic regression5-13-03  10:16 pmbmuthen2
Two questions about LCA2-24-17  4:57 pmBengt O. Muthen49
Within class variability1-17-20  2:12 pmBengt O. Muthen13
Characterizing trajectories in mixture modeling8-13-04  4:53 pmbmuthen4
Distal outcome thresholds in GGMM3-06-06  10:29 ampoker casino6282
Performance of factor mixture models4-29-18  4:55 pmAngela Nickerson57
Latent Class Conjoint Analysis10-04-03  8:08 ambmuthen8
Thresholds for Latent Class Analysis2-13-19  6:43 amLinda K. Muthen13
Retrospective classification9-09-03  10:03 ambmuthen2
Thresholds fixed at +/-154-03-06  7:45 amJessica 5
Effect sizes8-19-19  5:16 pmBengt O. Muthen14
LPA with covariates/Multiple group LPA1-15-20  1:03 pmBengt O. Muthen70
First order deriviate product matrix in GMM's9-27-17  3:29 pmBengt O. Muthen35
Modeling a sensitive survey strategy3-06-06  10:51 ampoker casino7762
Sample size and interpretation4-22-10  4:04 pmBengt O. Muthen14
Residual Analysis1-24-04  12:08 pmAllison Tracy3
LPA in lieu of growth mixture modeling2-09-04  8:10 ambmuthen2
Type I error3-16-04  6:16 pmbmuthen2
Testing number of latent classes10-18-10  12:26 pmPeter Halpin20
Dual processor aware3-06-06  10:46 ampoker casino9122
Missing example on discrete-time survival analysis5-10-05  1:25 pmLinda K. Muthen4
Missing convergence command in Version 3?3-06-06  10:34 ampoker casino5312
Latent class models7-26-19  6:40 amBengt O. Muthen102
Multigroup factor mixture model3-12-19  6:01 pmBengt O. Muthen37
Question regarding example penn-app65-08-04  9:53 amLinda K. Muthen6
Sources of Mplus5-11-04  9:36 amLinda K. Muthen2
Demonstrating differences in progression across classes1-28-10  9:59 amBengt O. Muthen19
Linear Regression10-11-06  10:25 amLinda K. Muthen13
Titles5-18-04  8:29 amCricket3
Missing data modeling with MLR3-09-06  6:49 amBengt O. Muthen4
Time-varying covariates9-12-16  11:48 amJ.D. Haltigan40
Categorical and continuous indicator5-15-20  7:17 amMarinka Willemsen18
Randomization of start values1-11-13  4:03 pmBengt O. Muthen40
Sequential process gmm with two categorical latent vars7-16-04  10:58 amDaniel3
Reference group in GMM with X11-20-18  5:22 pmBengt O. Muthen4
Time scores7-28-04  1:38 pmbmuthen2
Selecting the number of classes5-09-19  5:55 pmBengt O. Muthen96
Distal outcome in GGMM9-04-04  5:03 pmbmuthen6
LCA and multiple imputation3-02-17  1:30 pmShannon Healy 11
GGMM with 100 sets of random start values9-29-04  4:08 pmLinda K. Muthen2
Reducing number of variables in LPA2-20-15  12:13 pmBengt O. Muthen8
Standard Error Question10-20-04  2:19 pmLinda K. Muthen4
Including covariates in LCA7-09-18  10:48 amBengt O. Muthen148
Chi-Square Values for Nominal LCA/LTA Models3-06-06  10:57 ampoker casino1324
Latent Profile Analysis with Clustered Observations6-01-17  6:59 pmBengt O. Muthen17
Constraining Transition Parameters in LTA11-04-04  10:37 ambmuthen2
Three sequential processes12-07-04  11:26 ambmuthen2
Changing the reference group3-16-11  4:35 pmBengt O. Muthen6
Multilevel Discrete Time Survival Analysis with Long-term survivor1-26-05  2:11 pmLinda K. Muthen4
Multivariate Growth Mixture Modeling, is it possible?6-22-19  3:11 pmBengt O. Muthen8
Unequal Covariance in Mixture Modeling Problem5-23-05  5:58 pmbmuthen4
Skew & Kurtosis test in growth mixture model9-02-16  8:16 pmWEN Congcong10
LCA classes as independent variables in regression model9-02-10  9:00 amBengt O. Muthen24
Discrete-time survival model2-09-15  9:32 amBengt O. Muthen10
Question about Definition of Group and Heterogenity for GGMM5-04-11  11:29 amLinda K. Muthen12
LCA with Covariates, Missing Data, and Plots7-02-20  4:49 pmBengt O. Muthen57
Interactions and cubic terms3-06-06  10:20 ampoker casino407
Questions about mixture model9-11-20  5:56 pmBengt O. Muthen62
Model constraints12-04-17  3:58 pmEric Finegood20
Size of classes in the sem mixture modeling10-05-06  1:37 pmLinda K. Muthen7
Assigning individual's class membership using imputation5-13-16  6:46 amLinda K. Muthen9
Modeling error structures and heteroschedasticity in LGMM3-23-09  9:00 amLinda K. Muthen16
Use single categorical variable, multiple dichotomous variables, or...7-27-05  6:16 amLinda K. Muthen8
Single-class LGMM vs. LGM & correlated errors in censored LGMM3-06-06  10:49 ampoker casino7534
LCA and covariates3-28-20  9:22 pmSamuel Stull23
Scree plot interpretation of AIC/BIC in LGMM?3-20-19  5:06 pmBengt O. Muthen6
LCA Question5-04-13  4:56 pmFANG BEE LING7
Basis issues on mixture modeling6-20-05  8:27 amLinda K. Muthen2
Absense of local independence3-19-13  1:28 pmLinda K. Muthen12
Nonlinear GMM7-02-05  5:56 pmBMuthen2
Sequential growth mixture modeling with multilevel data7-02-05  5:57 pmBMuthen2
Growth mixture modeling and distal outcomes7-03-18  3:10 pmBengt O. Muthen73
A citation on hidden Markov model in Mplus manual7-03-05  10:48 amShige3
Which value to be fixed on in Markov model10-23-06  9:51 amLinda K. Muthen31
IRT latent class (mixture) modeling6-03-08  11:07 amLinda K. Muthen10
Calculating probabilities8-10-05  9:27 amAnonymous3
P Value11-12-19  6:14 pmBengt O. Muthen16
Average Latent Class Probabilities3-22-18  3:41 pmBengt O. Muthen32
GGMM with algorithm=integration and missing data8-24-05  2:38 pmLinda K. Muthen2
General Questions on (m-level) Mixture Modeling9-05-05  2:37 pmBMuthen6
Comparing latent means across latent classes1-19-15  4:36 pmLinda K. Muthen6
Class varying (co)variance paramters 3-06-06  10:32 ampoker casino9092
Multilevel mixture model8-13-20  6:18 pmBengt O. Muthen86
Bivariate Process of Mixtures10-13-05  1:56 pmLinda K. Muthen2
Confidence Intervals for Odds Ratios12-19-18  4:35 pmBengt O. Muthen21
Latent Class Segmentation12-16-16  5:58 pmBengt O. Muthen8
GMM vs. LCGA7-10-12  6:32 pmBengt O. Muthen9
LCGA1-10-17  3:42 pmBengt O. Muthen22
Weights different in LCA3-02-12  1:46 pmBengt O. Muthen12
No event in a period in survival analysis11-13-05  10:33 ambmuthen2
Some Question about Mixture model2-07-08  2:41 pmLinda K. Muthen8
Mixture model with latent classes11-20-05  7:52 amLinda K. Muthen2
Data Exportation with Latent-Class Models10-12-20  12:02 pmBengt O. Muthen19
Class Selection5-12-15  7:43 amBengt O. Muthen13
LCA with CFA7-29-17  7:25 amBengt O. Muthen10
Savedata with LCA1-10-20  11:45 amBengt O. Muthen34
St Error and EM algorithm12-08-05  11:07 pmSanjoy3
Non-positive definite matrix2-15-11  6:50 amLinda K. Muthen17
How do I Clasify each record in the file12-23-05  7:36 amLinda K. Muthen2
Distal Outcomes1-06-06  11:31 amLinda K. Muthen2
Mixture sem models with longitudinal data9-26-17  6:06 pmBengt O. Muthen4
Evaluating trajectories with categorical outcomes1-13-06  6:43 amDaniel3
Output - some message about mixture model 1-24-06  9:38 amLinda K. Muthen2
LCA (Example 7.9) with three or more classes1-25-06  8:47 amLinda K. Muthen2
LCA convergence problem1-26-06  2:48 pmLinda K. Muthen2
FMM/LPA Syntax problem2-04-19  4:31 pmTihomir Asparouhov9
Strength of covariate in GMM1-31-06  2:56 pmLinda K. Muthen4
Comparing LCs in samples of different sizes9-08-09  6:38 pmBengt O. Muthen4
Model Comparison 11-05-17  1:41 pmBengt O. Muthen18
Knownclass statement and cprobabilities file3-06-06  8:15 ambmuthen2
Complex Sampling Design and Subpopulations8-07-15  4:59 pmBengt O. Muthen19
Output Re: Nominal/Categorical Variables3-20-06  9:36 amLinda K. Muthen2
Montecarlo for Mixture Modeling3-23-19  5:16 pmBengt O. Muthen46
Categorical latent variables as IV and DV3-28-06  1:34 pmLinda K. Muthen2
LCA to examine lack of measurement invariance3-09-15  6:15 pmBengt O. Muthen8
LCA and sampling weights10-25-19  2:12 pmTihomir Asparouhov36
Treat indicators as categorical or continuous?4-14-06  6:59 amBengt O. Muthen2
GMM with classes in addition to LGM11-22-10  5:31 pmBengt O. Muthen4
GMM and nonlinear growth4-17-06  12:16 pmLinda K. Muthen2
Variance across classes4-24-06  12:15 pmLinda K. Muthen2
Changing the reference class in conditional LCGA4-27-06  5:50 amlouise Sullivan3
Single indicator latent variable8-28-19  3:29 pmBengt O. Muthen6
Class numbers for SEM multiple latent variable LCA5-12-06  7:04 pmBengt O. Muthen6
Model Modification Indices2-06-08  6:27 pmBengt O. Muthen4
Computer for Mplus4 (Bootstrapped LRT, etc.)5-23-18  1:13 pmTihomir Asparouhov32
Identification of two-indicator LC model5-22-06  7:12 pmBengt O. Muthen2
Taxometrics5-25-06  9:43 amBengt O. Muthen2
GMM7-28-10  11:20 amTihomir Asparouhov9
Tech 1410-19-20  8:47 amTihomir Asparouhov4
How can I improve my PC7-03-08  4:19 pmLinda K. Muthen6
Poisson ACE model7-26-06  4:32 pmBengt O. Muthen2
Latent Profile Transition Analysis (LPTA)5-21-18  5:34 pmBengt O. Muthen44
Value of Variables in LPA7-30-06  6:17 pmLinda K. Muthen2
Factor mixture model for 2 classes with 2 factors8-24-06  6:37 amArpana5
Suggestions for cleaner estimation8-15-06  3:51 pmLinda K. Muthen2
Logistic model with LC variable as predictor8-21-06  12:15 amJon Heron3
Use of Mixture Modeling to test for CMB6-01-18  3:20 pmBengt O. Muthen9
Feasibility of a Latent Class Analysis2-09-15  9:12 amLinda K. Muthen7
Second-Order Latent Class Model11-28-16  2:17 pmBengt O. Muthen30
Start Values6-04-18  12:54 pmBengt O. Muthen24
Problem recreating optimal model10-03-06  1:23 amJon Heron5
Multilevel LCA/LCR5-20-17  12:13 pmBengt O. Muthen13
Variable Type for latent class analysis8-07-13  10:47 amLinda K. Muthen4
Multiple group approach with latent classes10-26-18  3:24 pmBengt O. Muthen35
Latent construct as a moderator11-09-06  10:04 amLinda K. Muthen2
Problems with LCA with covariates11-09-06  6:06 pmLinda K. Muthen3
How to monitor progress without using tech84-20-18  3:40 pmLinda K. Muthen19
Between level latent class analysis3-18-10  3:02 pmLinda K. Muthen4
Observations for mixture structural models11-24-06  6:15 pmLinda K. Muthen2
LCA with Count Variables2-10-19  5:22 pmBengt O. Muthen25
Correlated variables in LCA?12-15-06  1:36 pmStephen C Messer7
LCA with varying indicators12-15-06  11:41 amBengt O. Muthen2
Tech10 standardized residuals6-28-18  2:49 pmBengt O. Muthen26
Multilevel covariates in cross-sectional LCA1-11-07  6:07 amPaul Norris3
Latent class regression Monte Carlo example1-07-07  8:55 amLinda K. Muthen2
Muthen et al. (2002) model 2 syntax8-23-07  5:42 pmLinda K. Muthen6
Latent class analysis with random effect1-22-07  7:34 amLouise Lafortune3
LCA class differences and factorial invariance?2-24-07  3:53 pmBengt O. Muthen4
Variable Type for Mixture Model2-08-07  4:04 pmLinda K. Muthen2
Logit intercepts for MARKOVS2-24-07  4:01 pmBengt O. Muthen3
Factor score-like output in Mixture models8-08-13  2:54 pmBengt O. Muthen4
How to adjust for binary explantory variables3-06-07  8:13 amLinda K. Muthen13
Deriving p-values3-01-07  12:59 amJon Heron3
A question about cross-sectional LCA6-25-10  3:18 pmLinda K. Muthen7
LCA Interpretation of Output6-24-09  9:00 amBengt O. Muthen6
Conditional probabilities in LCA1-14-15  11:33 amBengt O. Muthen26
GMM output3-17-07  1:20 pmBengt O. Muthen4
ZIP output for inflation intercepts9-23-09  6:30 amYuchun Peng2
Multilevel mixture modeling5-05-11  6:57 pmBengt O. Muthen4
Cross Sectional Data with a Preponderance of Zeros4-19-20  8:21 amYu-Chung Su7
Regressing outcomes on latent classes8-18-19  4:31 pmBengt O. Muthen46
Class membership posterior probability calculation4-16-07  8:50 amBengt O. Muthen4
Convert Probabilities File to SPSS?4-16-07  8:42 amLinda K. Muthen2
Significance of variances of growth factors4-25-07  8:22 amLinda K. Muthen6
Classification of individuals4-20-07  8:54 amLinda K. Muthen5
How to free the variance of model ?4-20-07  7:10 amLinda K. Muthen2
Using LCA outcome to specify different CFA models4-20-07  6:09 amDiederick Niehorster0
LPA with uncorrelated indicators4-20-10  7:02 amLinda K. Muthen6
LCAStandard errors may not be trustworthy11-04-19  9:34 amBengt O. Muthen7
Alpha(c)5-21-07  9:18 amLinda K. Muthen4
Ill-conditioned Fisher Matrix 8-24-12  9:18 amLinda K. Muthen6
LCGA several time points10-21-08  9:24 amLinda K. Muthen6
LCA with distal outcome?5-04-20  5:59 pmBengt O. Muthen83
Gmm and binary outcome variable5-26-07  6:33 amLinda K. Muthen2
MPlus LCA versus PROC LCA (SAS)6-08-07  2:50 pmLinda K. Muthen4
Latent Class Analysis or EFA6-04-07  10:52 amLinda K. Muthen3
Standardized residuals for LCMs6-04-07  10:48 amLinda K. Muthen2
Writing to savedata file12-20-17  12:22 pmBengt O. Muthen16
Comparing model fit when changing assumptions6-26-07  10:28 amCarla Bann3
Individual estimates: simultaneous mix mod7-26-07  8:37 pmBengt O. Muthen9
Histograms10-10-17  3:54 pmMary Ann Boilard11
Continuous distal outcomes with LPA3-01-17  5:56 pmBengt O. Muthen6
LCA logit threshold1-22-20  2:37 pmBengt O. Muthen8
A Beginner's LTA question7-27-18  4:53 pmBengt O. Muthen30
Fixing latent classes?2-16-11  6:20 pmBengt O. Muthen13
What is a good value of entropy1-19-18  11:36 amBengt O. Muthen18
Number of variables compared to subjects9-25-07  6:20 amLinda K. Muthen2
How to see cohesion of a class (or is it possble?)9-30-07  11:24 pmShig ONO5
CFA Mixture + Covariates3-15-18  1:58 amJohn B. Nezlek43
Latent class probability scale10-05-07  9:15 amLinda K. Muthen2
Changing order of classes for LMR test10-09-07  2:21 pmLinda K. Muthen2
Mixture model with Count data: mean growth factors2-26-09  9:46 amLinda K. Muthen6
LTA mover/stayer: thresholds 2-15-20  4:29 pmBengt O. Muthen34
Another basic question3-16-20  2:57 pmBengt O. Muthen15
Finding mixtures of level two variables10-18-07  9:57 amLinda K. Muthen2
Multigroup mixture modelling using Knownclass4-02-20  6:06 pmBengt O. Muthen107
Running Mplus remotely on a cluster10-23-07  7:39 amJon Heron5
Problems with plot10-29-07  6:42 amRamin Mojtabai0
Intercepts/factor means in the LCA-model11-01-07  9:23 amBengt O. Muthen2
Macintosh files and "observations is 0" error11-10-07  11:01 amJohn Fulwider1
GMM trajectories to predict outcomes11-13-07  7:14 amBengt O. Muthen3
LCGA with count outcome11-17-07  6:16 amBengt O. Muthen4
Testing model fit in GMM11-16-07  9:11 amBengt O. Muthen2
Regressing 1 LCA on another LCA4-07-09  1:40 pmTihomir Asparouhov21
Problem with Mplus 511-28-07  9:13 amBoliang Guo3
LCA with many covariates12-12-07  10:17 amBengt O. Muthen2
Reordering latent classes, output problems12-30-07  4:20 pmLinda K. Muthen2
Minimal number of cases in GMM1-29-08  2:07 pmLinda K. Muthen2
Factor mixture model with continuous variables9-26-17  6:12 pmAnshuman Sharma17
Latent growth modeling6-12-09  11:54 amNicholas Bishop4
Parallel Processes - Part 16-22-09  6:35 amSofie Wouters11
Log-linear effect parameterization3-20-09  3:08 pmmpduser114
LCA: Sample Size & Subgroup Comparisons3-03-08  8:57 amLinda K. Muthen2
Nonstandard finite mixture3-05-08  7:18 amDaniela Sotres3
Mardia test in type=general meanstructure 3-13-08  6:03 amLinda K. Muthen2
Variance and covariance6-14-18  4:52 pmBengt O. Muthen2
GoM in MPlus7-16-08  2:46 pmJeff Williams2
Two part mixture2-07-20  2:46 pmBengt O. Muthen29
Timing Comparison1-08-18  11:32 amChristopher Bratt12
Multiple grp 2 part growth equality constraints 4-08-08  12:45 pmLinda K. Muthen4
Operators in model constraint section4-08-08  9:58 amLinda K. Muthen2
Validation of mixture model solution7-24-17  4:28 pmBengt O. Muthen10
Unusually high odds ratio12-08-15  6:00 pmBengt O. Muthen6
Random starts results in Mplus 55-01-08  9:26 amLinda K. Muthen2
Identical iterations5-06-08  12:34 pmLinda K. Muthen2
Regime switching in GMM5-07-08  5:56 pmLinda K. Muthen2
LCA and longitudinal analysis8-05-09  4:49 pmBengt O. Muthen4
LPA with composite index?5-11-08  12:32 pmMplus fan one3
Unperturbed starting values3-14-20  3:26 pmBengt O. Muthen40
Descriptive statistics1-08-13  3:07 pmBengt O. Muthen4
Multiple Groups and CFA Mixture Modeling6-03-08  11:25 amBengt O. Muthen4
Mixture optimization algorithm4-21-17  5:45 pmBengt O. Muthen5
LCA vs cluster analysis3-15-13  4:40 pmBengt O. Muthen5
Batch files of multiple models8-10-09  6:45 amLinda K. Muthen4
Training data worsens fit of mixture model?1-26-17  3:53 pmBengt O. Muthen4
Random draw from a 2-normal mixture structure6-23-08  6:34 pmBengt O. Muthen2
Entropies6-26-08  9:05 amLinda K. Muthen2
Normality and GMM7-08-08  9:01 amBengt O. Muthen4
Quick BLRT question7-08-08  9:11 amLinda K. Muthen2
Correlated residuals in LCA7-15-08  11:26 amLinda K. Muthen4
Different growth curve models in GMM10-22-08  7:33 amBengt O. Muthen8
Error: Variable [...] removed from usevariables8-09-08  7:48 pmCristian Dogaru7
LCA on orthogonal principle components7-29-08  10:00 amDaran Ravden3
LTA with interaction12-05-16  5:47 pmBengt O. Muthen4
The sign of a latent variable8-05-08  6:43 pmBengt O. Muthen2
Formative vs reflective indicaotrs in LCA8-15-08  4:38 pmCristian Dogaru3
Relaxing restrictions in GMM8-18-08  6:56 pmBengt O. Muthen4
Inconsistent BLRT across comparable models8-18-08  8:34 amLinda K. Muthen5
Latent Class Question11-02-08  7:37 amBengt O. Muthen4
Starting values in LGMM9-03-08  2:23 pmAnthony Mancini3
IRT Model: Estimating Group-level Ability9-04-08  12:39 pmBob Houchens3
FMA5-06-16  9:57 amLinda K. Muthen6
ALTA in Mplus7-02-15  4:18 pmTihomir Asparouhov8
Problem with constraints10-03-08  7:53 amGuillaume Filteau3
Observed Items with Mixed Measurement Levels10-07-08  10:25 amLinda K. Muthen4
Likelihood function: Unboundedness & local maxima10-08-08  10:08 pmGuillaume Filteau3
Should variables be correlated when doing a LCA?10-30-18  5:10 pmBengt O. Muthen6
Using classes for prediction8-15-16  4:33 pmBengt O. Muthen6
Categorical indicators & thresholds10-29-08  8:06 amLinda K. Muthen6
Latent categorical variables sharing indicators10-29-08  10:18 amGuillaume Filteau3
Latent variable as predictor of latent class?10-29-08  8:53 amLinda K. Muthen4
Warnings in LCA output1-29-18  4:09 pmBengt O. Muthen14
Effective weights in Growth Mixture Models11-04-08  1:31 pmTihomir Asparouhov4
Tech1 output as a text file?5-04-11  8:56 amroofia galeshi15
Ordinal, Nominal and Interval Indicators1-18-18  6:14 pmBengt O. Muthen25
Examples from Muthén (2004) chapter missing?11-12-08  8:21 amLinda K. Muthen2
Tech 11: Constraining LCA solutions 11-10-08  9:12 amLinda K. Muthen2
Equivalence of FMM & LCA/LPA ?11-12-08  6:47 pmGuillaume Filteau0
CFA mixture model: reference category change11-28-08  4:36 pmBengt O. Muthen2
GMM with binary covariate influencing class12-01-08  6:50 amBengt O. Muthen4
Auxiliary option9-29-14  1:58 pmBengt O. Muthen17
Partial conditional independence1-18-16  5:28 pmBengt O. Muthen8
Latent class analysis with nominal indicators2-10-19  9:33 amBengt O. Muthen14
Processing speed12-17-08  6:57 amLinda K. Muthen2
Interpreting output for predictors 1-20-18  4:39 pmBengt O. Muthen12
Predicted scores for outcome of class membership8-24-10  2:53 pmLinda K. Muthen8
Local Independence Assumption5-03-19  3:43 pmBengt O. Muthen94
GMM with binary outcome2-03-09  11:50 amBengt O. Muthen2
Individual growth parameter estimates2-03-09  4:29 pmLinda K. Muthen2
Predicting latent growth factors in LCGA2-05-09  10:44 amBengt O. Muthen2
Constrain one class2-20-09  5:04 amBengt O. Muthen2
Largest class being last class2-20-09  7:37 amLinda K. Muthen2
Duration of analytic runs2-25-09  11:28 amLinda K. Muthen2
LCA: covariates and multuple groups2-26-09  9:57 amLinda K. Muthen2
Factor mixture 5-09-16  2:22 pmBengt O. Muthen17
Regressing growth factors on covariates10-14-09  5:32 pmBengt O. Muthen6
Why do fit indices change?12-16-13  6:00 amJonathan Larson5
Nominal Dep. Vari with Latent Class & Latent Vari3-25-09  7:04 pmBengt O. Muthen2
Graphing problem6-18-12  4:06 pmLinda K. Muthen4
LCA using classes to predict a continuous outcome8-04-17  2:25 pmBengt O. Muthen31
LCA_questions3-31-09  4:26 pmCecilia Reyna3
Listwise deletion and mixture9-28-17  7:33 amVera Skalicka11
Obtaining means in LGMM with covariates4-22-09  9:37 amLinda K. Muthen4
Mixture Modeling with Cross-Sectional Data4-22-14  9:59 amseungjin lee9
Compute elasticities & marginal effects for a LCM4-22-09  6:11 pmBengt O. Muthen3
Sava data in GMM4-23-09  3:58 pmLinda K. Muthen2
ZIP10-03-11  8:20 pmBengt O. Muthen6
Multiple processors3-20-12  9:14 amMartin Schultze6
LCA with correlated covariates5-15-09  9:14 amLinda K. Muthen2
Fundamental Issues in GGMM5-19-09  7:21 pmLinda K. Muthen4
No substance use class5-26-09  6:30 amDaniel Rodriguez3
Growth Mixture Modeling and Missing Data8-12-19  5:36 pmBengt O. Muthen15
Interpretaton of regression coefficients6-15-09  5:15 pmFuzhong Li3
Investigating DIF with factor mixture models2-24-10  5:14 pmLinda K. Muthen8
Item R-square1-08-15  7:06 pmBengt O. Muthen7
Parallel Process Growth Modeling6-04-09  9:21 amLinda K. Muthen2
Decide linear or quadratic for GMM model8-28-19  5:27 pmBorja Del Pozo Cruz33
LCA-model fit with alternative not nested classes6-06-09  4:48 amAndres Cardona5
GMM with multiple imputation6-01-15  2:34 pmBengt O. Muthen6
class-specific means of each time point6-12-09  8:18 amLinda K. Muthen2
GMM appropriate6-12-09  8:41 amLarry Bryant3
Data10-11-09  10:38 amLinda K. Muthen4
Invariance in factor structure6-17-09  2:17 pmLinda K. Muthen2
Latent Class Analysis with covariates and outcomes6-19-09  9:42 amLinda K. Muthen2
Setting latent class membership N's6-19-09  9:30 amLinda K. Muthen2
Cfa and lpa12-09-15  1:13 pmBengt O. Muthen5
.out files problems6-24-09  9:03 amBengt O. Muthen2
"alternative parameterizations" formula?6-26-09  11:58 amBengt O. Muthen2
Need reference for auxiliary command test7-03-09  1:38 pmBengt O. Muthen2
Mixture Regression7-29-09  4:41 pmLinda K. Muthen2
Diverging LMR and BLRT p-values4-11-19  10:26 amBengt O. Muthen19
LCGA and singular matrix10-12-20  12:02 pmBengt O. Muthen4
Mixed Latent Markov Modeling8-12-09  8:57 amLinda K. Muthen2
LCA with known classes using training variables8-18-09  4:49 pmBengt O. Muthen5
Forcing class membership8-24-09  7:19 amLinda K. Muthen2
BIC vs. LRT and singularity9-22-09  10:42 amLinda K. Muthen6
Latent Transition Analysis9-04-09  12:34 pmGuillaume Filteau3
Modeling 2 Reciprocating Feedback Processes9-17-09  4:58 pmChyke Doubeni3
LPA and GMM10-02-09  9:39 amAmir Sariaslan4
Repeated events (Cox model)10-13-09  10:38 amAmir Sariaslan6
Random effect in the GMM model10-14-09  12:41 pmAmir Sariaslan4
LCA + non-observed patterns10-22-09  2:37 amJon Heron6
Free constrained variance 10-29-09  9:27 amLinda K. Muthen2
Fmm for continuous variables11-11-09  10:52 amLinda K. Muthen4
LPA with Covariates with chosen refenrence class11-05-09  7:56 amJochebd G Gayles0
Item Response Probabilities11-17-09  4:07 pmLinda K. Muthen2
Item Parceling with Mixture Models11-29-09  4:59 pmBengt O. Muthen2
Order of latent classes, GMM12-04-09  11:48 amLinda K. Muthen4
Variance in growth mixture model12-15-09  11:28 amBengt O. Muthen2
Predicting existing trajectories2-08-10  2:58 amBonamy Oliver5
Covariates in Growth Mixture Modeling10-08-10  12:11 pmSheila Frankfurt9
Loglikelihood replication2-20-10  9:27 amLinda K. Muthen2
Non-recursive model in latent class analysis2-22-10  5:33 pmBengt O. Muthen2
Latent class with covariates: estimation of (c1)?2-27-10  3:14 pmLinda K. Muthen8
MLF2-18-20  5:22 pmBengt O. Muthen10
Metric of Indicators for GMM4-01-10  9:48 amBengt O. Muthen4
Comparing Optimal Model Fit to Alternative Model3-05-10  4:02 pmLinda K. Muthen4
LPA: Cluster Size Minimum?3-14-10  2:39 pmMary Edmond3
Two-staged regression3-17-10  9:22 amLinda K. Muthen2
How much of a big deal is tech10?4-13-15  12:17 amJon Heron10
Curves predicting curves3-26-10  9:25 amLinda K. Muthen2
Mplus capabilities with very large datasets9-08-10  2:55 pmBengt O. Muthen4
Fitting a multivariate latent trait model in Mplus3-30-10  8:29 amLinda K. Muthen4
Wald test for mean equality4-12-10  10:23 amJohn Dziak4
Power for LCA analysis4-21-10  9:06 amLinda K. Muthen2
LCA and sample size9-01-10  11:32 amBengt O. Muthen4
LCA/LTA using multiply imputed data4-25-10  10:14 amLinda K. Muthen11
Mixture Rasch model9-16-10  7:38 amAmanda Ferster3
Multigroup LCA, Covariates, Non-Replication4-23-10  10:14 amJames Swartz3
CFA mixture 1-class/baseline model4-23-10  4:25 pmDoug Snee3
Complex Survey Data4-29-10  6:11 amLinda K. Muthen2
Program for LCFA 6-23-10  11:00 amLinda K. Muthen4
Mixed dependent variable5-09-10  8:13 amTobias Schulte1
Skewed varaibles for latent class/profile analysis10-23-19  1:53 pmBengt O. Muthen23
Bizarre Threshold Estimates5-16-10  10:07 amLinda K. Muthen2
Problem about mixture regression 5-20-10  5:36 amIris SUN0
Question on LFA5-22-10  1:01 pmLinda K. Muthen3
Use Variables List6-23-10  11:02 amLinda K. Muthen2
Estimating classes at Respondent level7-16-10  9:29 amLinda K. Muthen9
Pausing Mplus computation8-09-17  9:05 amBernhard Piskernik3
Factor mixture modeling - changing start values7-10-10  5:51 amLinda K. Muthen2
Warning LCA7-14-10  7:41 amJon Heron2
Estimated Probabilities as function of covariates7-22-10  2:24 pmLinda K. Muthen2
LPA predicting growth factors?7-27-10  5:11 pmRebecca Shearer6
LCA distal outcomes and covariates8-04-10  9:46 amJon Heron7
ZIP GMM Sample Statistics & Graphs7-30-10  9:48 amLinda K. Muthen2
Loglikelihood8-04-10  5:42 amVlad5
Association between categorical latent variables8-28-10  8:02 amLinda K. Muthen2
Specifying latent class indicators in mixture reg.9-06-10  8:47 amBengt O. Muthen2
Unknown Classes9-09-10  9:59 amR. Jackson3
LCGA and Changing the Reference Group8-24-11  1:06 pmLinda K. Muthen6
LCA: help interpreting output/errors9-21-10  6:44 amLinda K. Muthen2
C1 WITH c2 -- Parametrization=loglinear9-28-10  10:21 amBengt O. Muthen4
Auxiliary (r) and knownclass?7-10-14  6:50 pmBengt O. Muthen14
Output prob 9-30-10  12:10 pmLinda K. Muthen2
Discrete time survival w/h TVC on time since event10-28-10  8:47 amTihomir Asparouhov6 matrix &non-pos def 1st deriv matrix10-08-10  11:11 amLinda K. Muthen4
Data Simulation for Mixture Modeling6-11-12  4:57 pmLinda K. Muthen4
Final class count and proportions with empty cells10-22-10  7:39 amLinda K. Muthen4
LCA with Discrete-Time Survival Analysis10-24-10  9:09 amLinda K. Muthen2
Covariates vs. DVs in latent class analysis10-23-10  5:53 pmBengt O. Muthen2
LCA: problem with covariances for categorical data11-06-10  6:11 amBengt O. Muthen2
Relationship Between Classes in LCA11-11-10  8:04 amLinda K. Muthen2
Replicating the best loglikelihood7-31-18  5:59 pmBengt O. Muthen10
Id variables and number of classes2-04-15  3:24 pmBengt O. Muthen8
Dual Trajectory Analysis8-12-20  5:46 pmBengt O. Muthen73
FMMs11-22-10  5:43 pmBengt O. Muthen2
Likelihood ratio test between nested LCA models2-13-20  2:44 pmTihomir Asparouhov4
Three latent class variables, crossed7-27-11  10:52 amLinda K. Muthen4
A problem met when fitting Mixed Rasch Model6-02-12  6:08 amJane Jin12
Logistic regression12-16-10  9:12 amLinda K. Muthen6
Chi-square =112-21-10  5:22 pmLinda K. Muthen2
Syntax for three-way loglinear interaction12-26-10  10:59 pmPatrick Malone3
LPA results11-15-16  10:27 amBengt O. Muthen6
LTA vs. LCA? Entropy and BIC5-30-15  8:19 amBengt O. Muthen10
Bayesian mixture model4-08-19  7:10 pmTihomir Asparouhov24
Use of LC probabilities to predict outcomes2-15-11  2:08 pmBengt O. Muthen2
Latent class for cross-sectional time-series2-26-11  4:11 amDmitriy Poznyak3
Joint GMM and discrete time survival1-18-12  9:55 amLinda K. Muthen4
HMM with continuous indicators3-08-11  6:38 pmBengt O. Muthen8
Pseudo-class draws1-12-17  9:05 amMadison Aitken13
Bivariate HMM?3-14-11  4:50 pmJim Prisciandaro10
Sampling Weights in LCA Model3-15-11  11:07 amLinda K. Muthen4
Correction for Vuong-Lo-Mendell-Rubin test 3-08-11  6:39 pmBengt O. Muthen2
Estimation Issues in LCA3-08-11  5:26 pmBengt O. Muthen2
LMR and BLRT3-10-11  3:41 pmLinda K. Muthen2
LCA, distal outcome and moderation3-18-11  8:55 amBengt O. Muthen4
Setting reference class11-07-13  6:28 amLinda K. Muthen8
Scales for latent variable6-23-20  5:11 pmBengt O. Muthen4
Dimensionality and Latent Class Analysis4-01-11  3:48 pmBengt O. Muthen0
Covariates with zero variance in LCGA4-04-11  4:53 pmSheila Frankfurt3
How to pick the best model?4-06-11  3:45 pmfgong3
Longitudinal patterns of multivariate variables1-17-14  12:28 pmBengt O. Muthen6
Interaction between Cg and C on distal outcome4-14-11  8:09 amBengt O. Muthen2
Tech 14 Warning Message9-19-17  6:05 pmBengt O. Muthen12
Bootstrap CI for comparing classes4-17-11  2:15 pmLinda K. Muthen2
Latent Classes with different durations?4-19-11  10:40 amBengt O. Muthen2
'parameters'and'Degrees of Freedom'for LCA2-07-14  2:01 pmBengt O. Muthen6
Item response probabilites LTA4-28-11  10:20 amLinda K. Muthen8
Indicators in LCA and class size6-19-18  6:18 pmBengt O. Muthen8
Slope loadings for multilevel growth mixture model7-05-11  8:35 amQi5
Posterior probabilities for LCA model5-23-11  12:46 pmLinda K. Muthen2
Strictly positive chi-square dif test in LCA11-22-18  12:38 pmTihomir Asparouhov43
Statistically comparing CRMs by latent profile6-07-11  7:37 amBengt O. Muthen4
Monte Carlo Simulations4-18-18  3:52 pmBengt O. Muthen15
Grouping Variables6-14-11  6:19 pmstats7873
Predict Latent Class Membership 12-02-13  4:51 pmBengt O. Muthen17
Thresholds in a nominal model6-21-11  8:09 amJon Heron2
Model fit6-24-11  5:02 pmLinda K. Muthen4
Interpreting a Class with Zero Cases?6-24-11  9:24 amLinda K. Muthen2
Survival Mixture Model7-25-11  7:00 amGideon Bahn3
Data File Problems8-27-13  9:01 amLinda K. Muthen5
How to reduce the classes7-06-11  12:55 pmBengt O. Muthen2
LCA: understanding settings7-06-11  2:41 pmBengt O. Muthen2
Item probability plot7-25-11  9:13 amBengt O. Muthen2
Confirmatory LPA9-18-19  10:45 amBengt O. Muthen14
Method for finding similiar trajectories8-18-11  8:28 amLinda K. Muthen8
Identifying "the class-defining u indicators"8-22-11  7:57 amBengt O. Muthen2
What type of data files can be used in Mplus?9-17-11  10:48 amBengt O. Muthen6
About Latent Class9-23-11  5:31 amQiao Hu7
Zero-inflated latent growth modeling 2-01-18  2:30 pmBengt O. Muthen4
Who (what) should I believe?10-13-11  10:00 amBruce A. Cooper3
Two part gmm setup?10-18-11  10:32 amBruce A. Cooper3
Latent Change Score Mixture Model10-15-14  2:45 pmBengt O. Muthen12
Replicating LL -- What's close enough?10-28-11  3:01 pmBruce A. Cooper3
Singular inf matrix probs for gmm w/binary data11-15-11  9:32 amLinda K. Muthen4
Multi equation HLM model with panel data11-09-11  5:27 pmBengt O. Muthen2
Error in fitting mixture model11-11-11  11:39 amLinda K. Muthen4
Number of participants needed for LCA11-11-11  6:27 amElien De Caluwé3
Ordered Latent Class Analysis11-15-11  9:33 amLinda K. Muthen2
Stability of sequenced models11-28-11  11:31 amLinda K. Muthen2
LPA output message11-28-11  11:35 amLinda K. Muthen2
Bayesian priors for LCA paper12-01-11  11:24 amBengt O. Muthen2
Misidentified non-integers12-07-11  11:56 amLinda K. Muthen2
Output of first replication in simulation of GMM12-10-11  5:44 pmBengt O. Muthen2
Local independence assumption and count variables12-14-11  11:54 amLinda K. Muthen2
LCA, count variables, overdispersion12-20-15  5:24 pmBengt O. Muthen4
Adjusting for confounders1-05-12  11:51 pmJon Heron3
Path analysis with 6 latent classes1-18-12  7:14 amkate drury0
Confirmatory LCA1-30-12  10:49 amLinda K. Muthen2
Latent class analysis with covariates10-17-20  3:11 pmBengt O. Muthen29
LCA: output and equation2-03-12  1:14 pmLinda K. Muthen2
Interpreting error message2-03-12  1:24 pmNina Wu0
BIC vs LMR LRT (in large samples)8-18-16  2:24 pmTihomir Asparouhov12
Mediated moderation in GMM2-22-12  1:29 pmBengt O. Muthen8
Fixing thresholds in LCA2-18-12  11:30 amLinda K. Muthen4
Stack overflow?2-18-12  11:31 amLinda K. Muthen2
Changing class order in conditional lca5-03-12  9:18 amJoel Miller3
Gmm classes on groups3-07-12  3:27 pmBruce A. Cooper3
Out-of-range values for estimated means (LCGA)3-09-12  6:32 amKate Snyder3
Ordered LCA with Bayes estimator3-08-12  6:56 amLinda K. Muthen4
Auxiliary (e)9-30-15  5:34 pmBengt O. Muthen17
Apparent bug in Mplus3-09-12  3:49 pmLinda K. Muthen2
Calculating class probabilities in a mixed model4-04-12  1:46 pmLinda K. Muthen4
Information criteria and capitalization on chance3-24-12  9:44 amLinda K. Muthen3
Wald Test in LCGA Dual Trajectory Anlaysis4-19-12  11:40 amBrian Don0
Regression Mixture model4-20-12  1:15 pmLinda K. Muthen4
Latent difference score7-26-19  6:36 amBengt O. Muthen59
Equation model of complex mixture model4-25-12  1:30 pmLinda K. Muthen2
Cluster on FactorScores v.s IndividualVariables 5-31-12  11:40 amLinda K. Muthen4
Tests of significance for LCA indicators6-07-12  8:00 amIsaac1
Multigroup latent classes with empty classes6-13-12  1:23 pmLinda K. Muthen2
Longitudinal LCA / LTA10-14-15  1:47 amStephan Junker7
LCA with partial conditional independence6-20-12  10:42 amLinda K. Muthen2
Different specifications for LCA using covariates6-26-12  4:08 amAnonymous3
LCA with two latent categorical variables7-11-12  8:40 pmBengt O. Muthen2
Merging latent classes8-25-15  8:24 amBengt O. Muthen7
GMM with diff. shapes (linear, quadratic, s-shape)7-16-12  4:26 pmLinda K. Muthen2
TECH14 with mixture complex8-06-14  2:31 pmBengt O. Muthen6
LCA and binary distal outcome7-20-12  2:58 pmLinda K. Muthen2
Calculating results in probability scale2-27-19  1:19 pmVirginia Rangel13
Modification Index 9998-08-12  9:30 amLinda K. Muthen4
Latent Transition Analysis with Multiple groups8-07-12  1:17 amAnonymous1
Covariates of Distal Outcomes12-19-13  1:26 pmBengt O. Muthen7
Monte Carlo & Knownclass question8-16-12  10:16 amLinda K. Muthen2
Posterior Predictive P value in multi-group Bayes?8-16-12  3:14 pmLinda K. Muthen4
Qu re: Web Note 15 - categorical latent variables8-16-12  1:22 pmLinda K. Muthen2
LCA with replicate weights8-11-16  10:48 amMarushka Silveira6
Mixture modelling and missing data in covariates2-27-20  5:31 pmBengt O. Muthen32
Interaction between two experiment factors-19-06-12  10:19 amXiaoxia Cao0
Computationally demanding models9-30-12  7:20 amMiriam Forbes5
The new 3-step approach latent class analysis8-24-20  4:16 pmTihomir Asparouhov318
Manual 3-step approach with auxiliary model9-03-20  11:24 amBengt O. Muthen108
Questions about LCA4-22-13  12:07 pmLinda K. Muthen4
Study design with two sets of latent classes1-27-13  6:26 amLinda K. Muthen4
How to identify individuals in a class?11-05-12  11:55 amLinda K. Muthen2
Starting values for Growth Mixtures11-10-12  5:52 amNidhi Kohli3
Covariates of the latent class 5-28-14  2:10 pmLinda K. Muthen6
Modeling Recurrent Events Using Latent Variables 11-14-12  1:04 pmMichael A Ghebre5
TECH14 warning5-07-14  11:50 amLinda K. Muthen9
GGMM with binary distal outcome11-18-12  8:51 amLinda K. Muthen2
Questions about LCA11-16-16  2:07 pmLinda K. Muthen4
Tech1011-28-12  3:40 amJon Heron3
Intensive longitudinal data12-03-12  2:12 pmBruce A. Cooper3
Free factor structure in mixture modelling12-13-12  8:19 amBengt O. Muthen2
LCM with an interval-censored dependent variable12-13-12  8:40 amBengt O. Muthen2
Mixture Model with covariates - warning message1-11-13  3:53 amPeter Martin3
Contradictory best fir statistics for LPA1-11-13  4:49 pmBengt O. Muthen3
Non Invariance 3-02-13  2:31 pmLinda K. Muthen6
GMMs applied to nominal outcomes?1-23-13  3:26 pmBengt O. Muthen2
GMMs applied to sibling interactions data?2-04-13  10:05 amGeorge Leckie3
Latent Class Analysis with Repeated Observations?12-01-16  10:27 amBengt O. Muthen9
Likelihood not replicated, random starts maxed out1-28-13  11:42 amLinda K. Muthen4
Latent classes predicting continuous outcomes2-11-13  6:46 amLinda K. Muthen4
LCA Using Twin Data2-15-13  2:10 pmBengt O. Muthen4
Missing x-values in the SERIES option error2-14-13  7:19 amJennifer Pearson3
Guidance/advice for a growth mixture model 4-17-15  3:16 amDavid Buitenweg8
"Dual process" LCGA8-26-13  1:54 pmBengt O. Muthen5
PLOT 3 LCGA with covariate1-07-20  4:55 pmBengt O. Muthen12
Latent Categorical and Latent Continuous4-08-13  12:00 pmLinda K. Muthen15
Residual diagnostics for LPA3-19-13  9:01 amLinda K. Muthen2
Bayesian LCA - Assigning Individuals to Classes12-19-17  10:18 amTihomir Asparouhov6
Covariates not significant 4-02-13  9:41 amLinda K. Muthen2
1-step method in LCA with continous distal outcome4-11-13  8:40 amBengt O. Muthen6
Can't get MFILE option to work with LCA4-15-13  3:04 pmJames Lemoine3
Tech 74-22-13  12:04 pmBengt O. Muthen8
Intercepts of latent class - Alpha (F)5-08-13  6:53 amLinda K. Muthen2
LTA and odds ratio question5-06-20  4:41 pmBengt O. Muthen13
Monte Carlo5-11-13  3:05 pmDaniel Rodriguez3
GGM or LGM2-02-17  5:36 pmBengt O. Muthen4
LCA and Covariates7-15-18  2:50 pmDaniel Lee19
Error in reading data input file6-10-13  10:41 amLinda K. Muthen2
Example 7.14 question7-04-13  1:38 pmBengt O. Muthen11
Auxiliary variables in GMM 1-23-14  10:19 amLinda K. Muthen10
Simulation of LCA with distal outcome7-03-13  1:03 pmJietng Zhang3
New mixture output in v710-21-14  3:29 pmBengt O. Muthen15
Continuous and categorical indicators7-09-13  8:44 amLinda K. Muthen2
Syntax using final estimates for start values3-10-14  5:23 pmBengt O. Muthen7
Missing data imputation in 3-step?8-12-20  5:47 pmBengt O. Muthen16
LCA/LTA with indicators of mixed scale11-06-19  5:29 pmBengt O. Muthen11
Latent class growth modeling with mediators8-11-13  11:35 amLinda K. Muthen2
Multiple group LCA with count& ordinal indicators8-18-13  10:31 amLinda K. Muthen5
LCA with type = complex4-13-17  4:33 pmBengt O. Muthen9
Correlations Greater Than 1.0 in Class8-26-13  11:33 amLinda K. Muthen4
Standardized estimates and referent groups8-21-13  5:42 pmLinda K. Muthen2
Show/hide legend grayed out8-23-13  10:54 amLinda K. Muthen2
PROC LCA / Survey Errors8-26-13  11:31 amLinda K. Muthen2
Data for Example 6, LCGA8-30-13  4:04 pmIYH Boon3
Multilevel, mixture, categorical model9-01-13  10:12 amLinda K. Muthen2
Covariates and interaction2-28-18  3:50 pmBengt O. Muthen12
Twolevel LCA save cluster and individual id?9-04-13  3:58 pmThuy Nguyen2
Latent class as a predictor variable7-28-14  7:31 pmMatt McLarnon7
Combine classes in LCR9-09-13  7:58 amTrang Q. Nguyen3
Interpretation of i and s in twolevel LCGA9-05-13  8:17 amNina Zeuch0
Best format for 3-cat ordinal vars in LCA?9-09-13  5:55 amGuido Benini3
More than one categorical latent in LCA11-14-13  8:26 amBengt O. Muthen6
Model constraint new for class prevalence9-09-13  4:48 pmTrang Q. Nguyen0
Intercepts when using R3STEP9-13-13  8:04 amTrang Q. Nguyen3
Estimation of logistic regression in LCA9-20-13  12:26 pmLinda K. Muthen4
Resolving endogeneity using mixture models5-10-18  3:20 pmBengt O. Muthen12
Bootstrap SE/CI for class probs given xs & RRs9-21-13  12:36 pmTrang Q. Nguyen12
Error messages and what they mean9-20-13  3:37 pmLinda K. Muthen2
Multiple thresholds and probabilities9-26-13  9:08 amBengt O. Muthen4
One LC variable moderating effect of another9-26-13  2:03 pmTrang Q. Nguyen5
Problems with mixture Rasch model9-27-13  5:07 pmBengt O. Muthen3
Mixture IRT model4-27-20  4:13 pmBengt O. Muthen54
LCA with epigenetic variables10-04-13  10:34 amLinda K. Muthen4
LCGA spaghetti plots10-08-13  9:54 amLinda K. Muthen2
Syntax for LPA10-06-20  5:34 pmBengt O. Muthen18
Cannot find "results in probability scale" section10-21-13  8:32 amLinda K. Muthen4
LPA Syntax10-16-13  2:10 pmLinda K. Muthen2
LCA and the "usevariables" list10-28-13  4:59 pmLinda K. Muthen2
LCA - Save class and idvariable10-29-13  10:14 amLinda K. Muthen2
Restarting an interrupted analysis?11-07-13  2:27 pmMiriam Forbes3
Unresticted finite mixture model11-08-13  8:59 amLinda K. Muthen7
Predictors in LCGA11-19-13  10:01 amBrian Don3
Number of decimals11-12-13  6:12 pmTrang Q. Nguyen4
Confirmatory LCA6-28-17  1:36 pmBengt O. Muthen10
Result of Latent Profile Analysis3-07-17  8:16 amCatherine Rice7
Odds Ratios9-16-15  5:26 pmBengt O. Muthen6
Different seed values11-27-13  11:44 amLinda K. Muthen2
Adapting Monte carlo from WebNote 1512-04-13  9:09 amLinda K. Muthen2
Linear vs. linear and quadratic GMM12-06-13  10:45 amLinda K. Muthen2
Chi-Square Test for MCAR in LCA8-04-20  5:32 pmBengt O. Muthen21
Deciding the number of latent classes for a GMM 2-21-14  8:14 pmBruce A. Cooper8
A question about SK tests12-08-13  4:52 pmBengt O. Muthen2
Seeds and initial stage start numbers12-09-13  11:13 amLinda K. Muthen2
Mplus vs. EMMMIX finite mixture model solutions12-12-13  10:33 amMark 3
Test of invariance in latent class analysis4-30-19  3:56 pmBengt O. Muthen12
Bootstrap test for k vs k-1 classes12-13-13  3:02 pmCalvin D. Croy6
TECH11 - Replication of H0 Loglikelihood Value8-11-17  10:13 amBengt O. Muthen5
Outliers in GMM2-05-16  6:08 pmBengt O. Muthen4
Log Transformed Values in Parallel Process 1-03-14  4:31 amOleg Zaslavsky6
LCA Mixture Model - control and moderation12-30-13  1:08 pmBengt O. Muthen4
Class thresholds within a knownclass12-30-13  1:14 pmBengt O. Muthen2
Three methods (ML, MLF, MLR)4-04-20  11:15 amBengt O. Muthen9
Changes in the sig. of growth factors across 3 GMM1-16-14  9:04 amBengt O. Muthen4
Mixture CFA (ordinal indicators): Model comparison2-14-14  10:43 amBengt O. Muthen6
Missing data handling1-30-14  6:18 amLinda K. Muthen2
Latent mean scores2-01-14  3:55 pmBengt O. Muthen4
LCA quetsions 3-11-14  12:04 pmBengt O. Muthen14
Time varying covariates in DTSMA2-03-14  8:40 amBengt O. Muthen2
LCA with longitudinal data2-04-14  2:53 pmBengt O. Muthen2
How to speed time while running mixture IRT2-14-14  10:44 amBengt O. Muthen4
Import dat-file from Mplus to SPSS2-18-14  6:13 amLinda K. Muthen7
LCA with shared indicators2-17-14  2:04 pmLinda K. Muthen2
Monte Carlo - classification matrices don't tally2-18-14  1:12 amJon Heron3
The questions of output in mixture models 3-04-14  6:00 amLinda K. Muthen8
Covariates and Distal Outcomes11-14-17  2:34 pmLinda K. Muthen14
Multilevel mixture IRT simulation12-03-15  5:56 pmLinda K. Muthen8
Latent class odds ratios and confidence intervals3-19-20  5:30 pmTrevor Peckham34
Piecewise GMM with individually varying times3-19-14  2:05 amJon Heron8
Class separation and entropy12-16-19  1:54 pmTihomir Asparouhov6
STSEED rules3-19-14  5:44 pmTihomir Asparouhov2
Getting posterior probabilities for each subject3-21-14  9:46 amLinda K. Muthen4
LTA: Regress trans probs on categorical covariate3-21-14  9:47 amLinda K. Muthen4
Label switching problem in mixture IRT models 6-08-14  1:06 pmMichelle Colder Carr3
AIC increases and adjusted-BIC decreases?4-06-14  5:52 pmLinda K. Muthen4
LCA Minimum Number4-07-14  4:15 pmLinda K. Muthen2
LPA with non-normal items4-11-14  6:11 amBengt O. Muthen6
Latent State-Trait Analysis4-17-14  8:38 pmBengt O. Muthen2
Latent Budget Model4-17-14  4:46 pmBengt O. Muthen2
LCA with multiple latent variabels and 3 step5-08-18  2:48 pmBengt O. Muthen11
Multilevel LCA, with 10 or more clusters4-19-14  4:45 pmBengt O. Muthen2
LCA with ordered categorical variables4-23-14  4:18 pmLinda K. Muthen2
Error message4-28-14  6:22 amLinda K. Muthen2
Latent curve model on the basis of classes?5-14-14  11:57 amVeronica Cole4
Active or inactive covariates7-09-14  6:38 pmBengt O. Muthen9
LPA with only 2 variables5-04-14  4:52 pmLinda K. Muthen2
Estimation method for mixture rasch model5-05-14  6:47 pmBengt O. Muthen2
Polytomous data5-06-14  10:27 amLinda K. Muthen2
LPA Questions5-27-14  6:27 pmBengt O. Muthen2
Issues of skewness and kurtosis in GMMs5-29-14  11:06 amBengt O. Muthen5
Convergence Problem10-16-17  4:20 pmBengt O. Muthen5
Residual covariances5-30-14  4:16 pmLinda K. Muthen2
Constraint on LCA6-04-14  11:39 amLinda K. Muthen4
Changing the path automatically 6-04-14  11:38 amLinda K. Muthen2
LCA / LTA observed variables6-06-14  8:27 amJohan Claas3
Using Tech12 and RESIDUAL6-25-14  5:50 pmBengt O. Muthen4
Output into R6-25-14  2:23 pmLinda K. Muthen2
GMM with more than one indicator6-28-14  6:58 pmBengt O. Muthen2
Increasing starting values 6-29-14  11:21 amBengt O. Muthen2
Equidistance in LTA7-03-14  4:31 pmBengt O. Muthen2
LCA with a single binary outcome7-13-14  6:30 amLinda K. Muthen5
Knownclass + class labelling7-15-14  11:29 amJon Heron4
Standardizing scores - unnecessary but possible?7-30-14  4:49 pmBengt O. Muthen2
Multiple Group LCA / questionnaire's cut-off 7-31-14  4:12 pmBengt O. Muthen2
Standard errors of zero using R3STEP 3-10-20  10:23 amBengt O. Muthen7
LCR parameters fixed--better with more covariates?9-03-14  3:26 pmBengt O. Muthen8
Automatic vs manual 3-step approaches9-02-14  4:23 pmBengt O. Muthen4
Dcat/dcon vs. r3step for LCGA6-09-20  1:18 pmSheung-Tak Cheng5
Mixture LCGA and survival + 3-step regression9-02-16  10:13 amBengt O. Muthen5
One observation missing in LCA9-30-14  6:11 amLinda K. Muthen2
Equations Solved for LCA10-07-14  9:25 amBengt O. Muthen2
Accidentally deleted a thread10-14-14  10:23 amDaniel Rodriguez3
Manual 3-step approach 5-20-20  4:58 pmBengt O. Muthen52
BCH method for estimating a distal outcome5-24-20  10:47 pmSheung-Tak Cheng149
Standard errors conditional item probabilities10-24-14  8:16 amBengt O. Muthen4
Standard errors conditional item probabilities10-23-14  11:47 amBengt O. Muthen2
Appendix K 11-19-14  11:07 amTihomir Asparouhov4
Rhdf5 package doesn't work in Rv3.111-20-14  10:26 amThuy Nguyen2
Longitudinal, multilevel LCA Help11-28-14  3:07 pmBengt O. Muthen5
Monte Carlo with Latent Profile Data12-06-14  1:54 pmBengt O. Muthen4
Ssd Chemical for cleaning black Dollars, euros,12-05-14  2:06 amJackson0
Classify-analyze vs. DCAT different results12-06-14  2:01 pmBengt O. Muthen2
Second Order LCA for different behaviors2-20-18  3:32 pmBengt O. Muthen12
Variables associated with LTA 12-11-14  6:30 pmBengt O. Muthen2
The Mixed Rasch model12-16-14  6:29 pmBengt O. Muthen2
LCA error message12-18-14  6:19 amLinda K. Muthen2
Is p value exactly 1.000 in LCA a problem? 12-18-14  12:24 pmBengt O. Muthen4
ML GMM with between group mixtures1-05-15  11:27 amBengt O. Muthen2
Variables associated with LTA 10-14-20  4:12 pmBengt O. Muthen22
AIC vs. BIC and LCA1-09-15  4:53 pmBengt O. Muthen4
How to weight indicator variables1-09-15  4:56 pmBengt O. Muthen2
LCA with one known/zero class1-19-15  9:11 amBengt O. Muthen2
Multilevel Multivariate LCA (or LTA)9-30-15  7:52 pmTihomir Asparouhov10
NON-POSITIVE DEFINITE MATRIX1-27-15  6:21 amLinda K. Muthen2
IRT mixtur model with auxiliary variables1-30-15  9:36 amARMEL BRIZUELA R3
Alignment method and significant level2-03-15  9:34 amTihomir Asparouhov2
Thresholds in GMM w/ categorical distal outcome2-08-15  12:35 pmBengt O. Muthen2
Univariate entropy12-23-19  2:35 pmTihomir Asparouhov26
GMM with non-normal distribution1-07-18  2:57 pmBengt O. Muthen18
Auxiliary variables in 3-step LTA3-11-20  4:49 pmTihomir Asparouhov13
Spatial factor analysis vs. Mixture modeling2-25-15  1:57 pmBengt O. Muthen2
ESTIMATION REACHED A SADDLE POINT6-06-15  3:15 pmBengt O. Muthen4
Question about Ex8.1 from the user guide3-25-15  12:03 pmLinda K. Muthen2
Latent class analysis with multiple imputation9-18-18  3:02 pmTihomir Asparouhov23
Two growth process growth mixture model4-22-15  6:50 amDaniel Rodriguez3
Gmm with distal outcomes 4-22-15  2:09 pmBengt O. Muthen2
multilevel mixed IRT model 4-29-15  9:24 amLinda K. Muthen4
Latent Class - indicator versus covariate5-02-15  3:50 amJon Heron6
Multilevel LCA and 3-step5-14-18  5:45 pmTihomir Asparouhov12
3 step approach of GMM 5-02-15  8:46 amTaeKyoung Lee 1
Bayesian estimation and latent class regression5-07-15  2:23 amJon Heron7
Univariate entropy 5-26-15  2:53 pmBengt O. Muthen2
Treating time in a different way using GMM5-26-15  2:56 pmBengt O. Muthen2
Exporting data from two-level LCA5-29-15  8:10 amBengt O. Muthen2
Manual 3-step hits limit of nominal categories7-02-15  2:15 amJon Heron3
Entropy too high9-22-15  5:35 pmFred Danner9
Redo Winbugs analysis in Mplus - Mediation8-07-15  5:38 pmBengt O. Muthen2
LCA w/ covariates8-07-15  5:42 pmBengt O. Muthen2
Ordered model constraint of item probabilities8-11-15  1:49 pmBengt O. Muthen2
Non-positive product matrix8-24-15  5:41 amLinda K. Muthen2
Ordinal laten class variable3-01-17  6:01 pmBengt O. Muthen4
Latent class regression with complex survey design9-11-15  7:07 amLinda K. Muthen4
T1 Covariates in GMM9-30-15  10:03 amBengt O. Muthen5
Latent profile mediator9-27-15  6:32 pmBengt O. Muthen2
Bayesian Latent Profile Analysis; Need CPROB11-22-17  10:47 amTihomir Asparouhov7
LCA with cross sectional data9-29-15  10:59 amLinda K. Muthen2
Skewed Class Indicators in LPA10-01-15  7:21 pmDaniel Cohen3
Intepretation of LCA with nominal indicators11-20-18  5:27 pmBengt O. Muthen8
Producing Class Means10-14-15  2:53 pmWill20153
Obtaining TIF/ICCs from an SP-FA10-20-15  2:04 pmBengt O. Muthen5
LCA with tech11 and tech14 output10-22-15  2:07 pmBengt O. Muthen4
2 questions regarding LCA10-21-15  3:43 pmBengt O. Muthen2
How to get the odds ratio in LCA10-22-15  2:11 pmBengt O. Muthen2
Failing to perform a simple simulation10-26-15  2:29 amJon Heron4
DCAT question11-15-19  12:59 pmBengt O. Muthen35
Vary Dispersion Parameters Over Classes in NB LCA10-29-15  9:40 amTihomir Asparouhov2
Mixture factor model 12-13-15  12:36 pmAli5
Classes with very low numbers of subjects1-12-16  6:57 pmBengt O. Muthen5
Latent Class Analysis12-20-15  5:25 pmBengt O. Muthen2
LCGM: A continuous and a count DV12-21-15  4:12 pmLinda K. Muthen4
Wishlist for MPlus 812-22-15  12:20 pmTihomir Asparouhov2
Finite Mixture Regression for Segmentation12-31-15  5:42 pmBengt O. Muthen2
Inconsistencies when freeing residual variances7-04-20  6:01 amBengt O. Muthen5
Sample size1-12-16  8:19 amLinda K. Muthen2
PARAMETERIZATION=RESCOV2-07-16  2:49 pmLinda K. Muthen2
Auxiliary Variables in Mixture Modeling2-12-16  8:34 amLeila Amorim3
LCA Plot Issue8-29-17  5:13 pmBengt O. Muthen8
BIC vs. Sample-size adjusted BIC for interaction2-24-16  4:49 pmBengt O. Muthen4
LPA - Class with zero membership count2-26-16  11:16 amBengt O. Muthen2
Chi Square and degrees of freedom in LCA3-21-16  9:42 pmLinda K. Muthen4
Bayesian Regression parameter constraint3-23-16  4:57 pmTihomir Asparouhov4
Comparing LPA: Real Data vs Monte Carlo Simluation3-22-16  2:30 pmLinda K. Muthen3
Newbie, Some advice with LCA much appreciated3-31-16  3:02 pmLinda K. Muthen2
Pearson and LR chi-square test differed4-01-16  2:22 pmLinda K. Muthen4
LCA allowing local dependence, reading tech104-12-16  7:03 amLian Beijers2
LCA with tech11 (LMR) when k=14-17-16  5:55 pmRongjin Guan3
Choosing variables for LCA analysis2-01-17  1:34 amsamah Zakaria Ahmed6
Tech11 vs tech14 and BIC4-17-16  6:01 pmRongjin Guan1
Specifications for LGMM4-30-16  6:17 amBengt O. Muthen2
Uncorrelated Variables in a LCA 5-04-16  9:06 amBrett Holfeld3
Missing cells in Latent Transition Models5-10-16  6:47 pmBengt O. Muthen2
LPA error5-13-16  2:03 pmBengt O. Muthen2
Factor Mixture Model vs LPA w/ Factor Scores5-13-16  2:05 pmBengt O. Muthen2
Multiple sequential GMM5-12-16  12:55 pmRoger Brown4
Mixture Modeling with control variables5-13-16  2:06 pmBengt O. Muthen5
LCA with random effects5-13-16  2:08 pmBengt O. Muthen2
Measurement equivalence in LCA6-08-16  11:13 amBengt O. Muthen11
GGMM_time-varying outcomes6-07-16  3:00 pmBengt O. Muthen2
LPA, auxiliary variables, and counts4-11-17  6:21 pmBengt O. Muthen5
Unequal btw-person var/cov across classes6-16-16  9:06 pmLinda K. Muthen3
Error message in LCA6-18-16  2:35 pmLinda K. Muthen2
FMA factor savedata6-28-16  8:32 pmBengt O. Muthen8
Equating item parameters for mixture simulation6-23-16  6:09 amJack O'brien0
Multiple group LCA with covariates7-07-16  8:16 amTihomir Asparouhov2
Twin Factor Mixture Modeling-first step7-29-16  1:31 amLior Abramson7
LCA and the ACE model (twins)7-23-16  12:51 pmBengt O. Muthen2
Latent nominal mediator4-08-20  4:39 pmBengt O. Muthen8
Repeated-measures latent class analysis12-14-18  11:53 amBengt O. Muthen6
1-Step approach for DU3STEP7-29-16  1:58 pmBengt O. Muthen2
FMM & IRT mixture modeling 12-06-16  6:11 pmBengt O. Muthen26
Multi-level modeling w/ unconventional nesting7-30-16  6:57 pmKathleen Holmes3
R3Step plotting and Tech14 (LCA)9-07-16  6:02 pmBengt O. Muthen2
Mixture EFA9-14-16  4:04 pmMelanie Wall3
Different curvatures in each class9-29-16  5:42 pmBengt O. Muthen2
Comparing RESIDUAL and TECH10 9-30-16  9:53 amTihomir Asparouhov2
Using covariates to improve entropy10-05-16  6:59 pmKim Betts5
Comparing Linear and Quadratic GMMs10-04-16  2:31 pmBengt O. Muthen3
LCA problems with parameter10-07-16  3:05 amLaura Freudenthaler3
3-step multilevel LCA9-28-19  12:35 pmBengt O. Muthen13
LCA 2+ outcomes in categorical variables11-02-16  5:38 pmBengt O. Muthen7
Multi-mixed Factor: Classes of Within by Persons11-02-16  5:31 pmBengt O. Muthen2
Zero-inflated gamma regression11-10-16  12:15 pmBengt O. Muthen4
Latent variable regressions in LTA11-21-16  4:54 pmBengt O. Muthen2
Propensity Scores and GMM11-21-16  4:58 pmBengt O. Muthen2
Covariates & distals in LPA mixture CFA7-16-19  6:29 pmBengt O. Muthen9
GMM with a latent variable indicator11-23-16  5:52 pmBengt O. Muthen2
Multilevel LCR with a Distal Outcome12-02-16  5:33 pmBengt O. Muthen2
Predictor variables12-06-16  6:13 pmBengt O. Muthen3
No graphs in LCA?12-14-16  5:05 pmBengt O. Muthen7
MLPA12-19-16  11:28 amBengt O. Muthen2
LCA with the weights12-17-16  6:42 amXinyi He3
The warning of BLRT12-19-16  11:27 amBengt O. Muthen2
About Latent Profile Analysis 12-20-16  6:05 pmBengt O. Muthen3
LTA FOR TWO TIME POINTS WITH A COVARIATE1-28-17  11:26 amBengt O. Muthen8
GMM Evaluation of class homogeneity12-22-16  5:50 pmBengt O. Muthen2
LPA with unequally spaced time points1-02-17  7:55 amLinda K. Muthen5
Prior1-02-17  2:30 pmBengt O. Muthen2
Plot save options grayed out1-11-17  7:31 pmBengt O. Muthen3
Unpublishable results due to error?1-16-17  11:19 amBengt O. Muthen2
LRT test10-09-17  4:54 pmTihomir Asparouhov6
LCA Agreement Kappa1-28-17  11:31 amBengt O. Muthen2
Latent class growth mixture model1-30-17  3:17 pmBengt O. Muthen7
LCA Measurement Invariance - Trend Analysis12-23-19  2:23 pmBengt O. Muthen8
Non significant VLMR in weighted LCA2-10-17  4:00 pmBengt O. Muthen2
LCGA - pain classes2-16-17  8:25 amLinda K. Muthen2
Fix latent class probabilities 2-22-17  6:03 pmBengt O. Muthen4
Regression mixture model3-07-17  9:31 amMiriam Forbes3
Residual Covariances (Cate/Cont)3-07-17  6:23 pmBengt O. Muthen2
OMP_NUM_THREADS error message.3-10-17  11:45 pmTihomir Asparouhov2
Reporting LCA Results3-17-17  6:01 pmBengt O. Muthen3
Missing Data in LTA4-24-18  2:45 pmBengt O. Muthen4
Creating grouping variables for my latent profiles3-30-17  9:33 amBengt O. Muthen2
Variances fixed or floating4-01-17  5:09 pmBengt O. Muthen2
Interaction Terms in LTA4-08-17  3:28 pmBengt O. Muthen4
Correlated factor model 4-06-17  5:47 pmBengt O. Muthen2
Clustering growth with two time points.4-11-17  6:22 pmBengt O. Muthen2
Creating multiple grouping variables per case4-21-17  6:07 pmBengt O. Muthen4
Person parameters for mixture IRT models4-21-17  6:09 pmBengt O. Muthen2
Latent Profile Analysis in Survival Analysis4-22-17  3:25 pmBengt O. Muthen3
LCA/LTA for population level data4-27-17  9:05 amTihomir Asparouhov2
Factor Analysis with LCA Results5-20-17  12:28 pmSteven Lancaster5
Factor Mixture Model Variations5-20-17  12:45 pmJ.D. Haltigan3
LCA with Covariates, Distal, and Imputation7-27-20  3:25 amSteven Hope47
Latent Profile Analysis5-26-17  5:51 pmBengt O. Muthen2
Seeking confirmation about LPA Syntax6-05-17  6:08 pmBengt O. Muthen4
Latent Change Score standardization 6-07-17  6:05 pmBengt O. Muthen2
Measurement Invariance in LCA5-25-18  12:53 pmBengt O. Muthen7
Model Fit Indices for Complex Survey Data6-18-17  6:01 amDylan Johnson1
Impossible Variance Error6-20-17  4:10 pmBengt O. Muthen2
Saving ID variable from LCA6-28-17  1:38 pmLinda K. Muthen2
Maximum Likelihood Estimator Robust for Skewness7-07-17  4:32 pmBengt O. Muthen5
LPA Error7-21-17  2:18 pmBengt O. Muthen2
Covariates in LCGA1-07-19  11:23 amBengt O. Muthen4
Multiple Group Analysis7-26-17  5:53 amLinda K. Muthen5
Measurement Invariance Syntax Confirmation3-20-19  5:03 pmBengt O. Muthen15
Can you use SAVE = cprobs in an LTA8-31-17  9:38 amDylan John9
LCGA- How to fix slope of one class?7-28-17  5:47 pmBengt O. Muthen2
Error in conducting 3-step LTA method8-03-17  2:50 pmBengt O. Muthen2
Mediation/Interaction: 4-way decomposition12-22-17  1:57 pmBengt O. Muthen17
LPA solution8-03-17  5:30 pmBengt O. Muthen2
Formula for Measurement Error in LTA8-03-17  5:35 pmBengt O. Muthen2
LTA Error Troubleshoot8-05-17  6:59 amDylan John7
LTA in demo version8-07-17  2:48 pmBengt O. Muthen2
GMM with Binary Variable8-09-17  3:49 pmBengt O. Muthen2
Relationship between entropy in LTA and LPA8-12-17  10:49 amBengt O. Muthen2
LPA R3step with missing data on covariates8-24-17  6:18 amJon Heron4
Predicting an outcome using LTA9-01-17  3:30 pmDylan Johnson5
Parametric and Nonparametric MLM Mixture Models9-07-17  4:04 pmJoseph Bonito5
Latent Profile Analysis - Normalising variables9-14-18  1:32 pmBengt O. Muthen10
Class membership as a predictor - algorithm?9-12-17  6:28 pmBengt O. Muthen2
LTA,distal outcome, and covariates9-13-17  4:38 pmBengt O. Muthen2
Specify starting values for all parameters?10-09-17  7:47 pmHong Ling6
LPA9-18-17  5:16 pmBengt O. Muthen2
3-step Latent Class Regression issue9-20-17  1:14 pmLinda K. Muthen4
LCA for egocentric social network data12-16-17  2:38 pmBengt O. Muthen14
Identifying the correct profile for 1 person10-06-17  2:57 pmBengt O. Muthen2
Required number of endorsements per indicator10-10-17  1:37 pmBengt O. Muthen2
LCA from latent variables?2-22-19  1:00 pmBengt O. Muthen9
Different covairances in Mplus and SPSS?10-17-17  6:22 pmBengt O. Muthen2
Auxiliary models with BCH weights10-30-17  12:18 pmTihomir Asparouhov4
Class variable as mediator10-31-17  12:08 pmBengt O. Muthen2
Descriptives for clusters11-06-17  11:30 amLinda K. Muthen4
Multiple group analysis11-02-17  2:56 pmBengt O. Muthen2
LPA with both categorical and continuous data11-07-17  2:25 pmBengt O. Muthen2
Odds ratios2-17-18  12:07 pmBengt O. Muthen4
Number of classes in TYPE = MIXTURE RANDOM11-10-17  4:45 pmBengt O. Muthen2
LCA - Non-positive definite matrix11-10-17  4:46 pmBengt O. Muthen2
Difference in MPLUS and MCLUST estimates1-07-20  2:33 pmJ.D. Haltigan11
Moderators in GMM models - is it possible?11-16-17  3:38 pmBengt O. Muthen4
Standardized residuals in LPA1-29-18  4:06 pmBengt O. Muthen4
Multiple class structures within a single dataset11-20-17  3:47 pmBengt O. Muthen2
Two part model11-28-17  2:52 pmBengt O. Muthen3
Exploding coefficients in logit11-28-17  2:48 pmBengt O. Muthen3
LCA with a distal outcome and covariates12-20-17  12:40 pmBengt O. Muthen5
Identifying classes in LTA output12-05-17  5:19 pmBengt O. Muthen4
Mxiture irt constraint 12-19-17  3:46 pmBengt O. Muthen4
Change Variables and Interactions12-18-17  8:41 amBengt O. Muthen2
LCA trend in LMR(p)12-21-17  3:26 pmBengt O. Muthen2
Warnings12-28-17  9:41 amLinda K. Muthen2
Class prob. 0.000 and 1.000 for binary indicators12-29-17  5:12 pmBengt O. Muthen2
Initialization 1-02-18  2:04 pmBengt O. Muthen2
Identifying cases (participants)1-04-18  4:31 pmBengt O. Muthen2
BLRT for LTA AR2 v AR11-04-18  4:29 pmBengt O. Muthen2
Obtaining linear predictions1-12-18  5:42 pmTihomir Asparouhov2
LCGA for randomized control trials1-18-18  2:47 pmBengt O. Muthen2
Dealing with label switching with three classes1-30-18  5:41 pmBengt O. Muthen2
Question about 3-step approach8-04-20  5:38 pmBengt O. Muthen13
3-Step Distal Outcomes in Latent Class Analysis2-07-18  7:10 amBengt O. Muthen10
LPA Reproduced Data 2-07-18  7:05 pmElisabeth Freer3
STDYX mean values in LPA2-08-18  5:45 pmCaroline Knight3
The analysis time of LPA2-08-18  4:17 pmBengt O. Muthen2
Suppress MS-DOS windows2-12-18  4:40 amJitske Sijbrandij5
LCA Response bias2-08-18  4:04 pmBengt O. Muthen2
Do not estimate select items across classes2-26-18  11:19 amBengt O. Muthen9
VLMR test output not always appearing2-23-18  3:25 pmJoshua Rosenberg3
Testing LCA Item Probability Differences3-07-18  3:54 pmBengt O. Muthen6
Growth mixture modeling in treatment study3-05-18  1:13 pmBengt O. Muthen4
Differences between latent trajectory classes6-03-19  5:00 pmTihomir Asparouhov10
Sample size requirements for latent class analysis3-20-18  2:27 pmBengt O. Muthen2
Nonlinear relationship - covariates and outcome3-22-18  4:36 pmMichael Lap8
Fit: LPA with different no. of indicators5-29-18  6:30 pmTihomir Asparouhov4
Class membership counts4-10-18  10:23 amRaphael Kim6
Conditional Independence LCGA4-15-18  4:55 pmBengt O. Muthen4
Best approach to LCGA with time-varying covariate 4-18-18  3:54 pmBengt O. Muthen4
Mixture model with crossed REs?4-19-18  3:49 pmTihomir Asparouhov2
3-step mixture modeling with training data4-19-18  5:26 pmTihomir Asparouhov2
LCA w/unordered categorical latent class indicator4-23-18  4:37 pmBengt O. Muthen2
Two-step method for predictors of latent classes7-29-20  6:36 pmTihomir Asparouhov11
Partial Measurement Invariance in GMM model4-26-18  5:04 pmBrandi Rollins5
Interpreting MODEL CONSTRAINT output5-03-18  4:25 pmBengt O. Muthen6
LPA, 3-step method, the value of Est./S.E. is 9995-02-18  12:12 pmNingning Zhou2
Ordered vs Unordered Solutions5-22-18  5:42 pmBengt O. Muthen13
LPA Skewed Means5-16-18  1:29 pmBengt O. Muthen2
LPA predicting LGM5-18-18  2:41 pmTihomir Asparouhov4
Interpreting the intercept in mixture model5-24-18  3:46 pmBengt O. Muthen4
LCA comparing groups6-06-18  8:52 amLauren Armstrong5
Latent Logistic Test Model6-12-18  8:50 pmTihomir Asparouhov7
Class-specific Between Variable Problem11-13-19  11:53 amBengt O. Muthen4
Testing for local dependence in LPA6-14-18  4:56 pmBengt O. Muthen2
Undetected counterfeit ( 6-17-18  3:48 ammullar ginter0
Growth Mixture Model with Known Classes7-02-18  10:09 amBengt O. Muthen4
BLRT7-06-18  5:47 pmBengt O. Muthen2
Bivariate Residual problem7-08-18  7:36 pmWillie McBride6
Auxiliary variables in mixture modeling: bch 7-18-18  8:23 amBengt O. Muthen2
Latent Variable Mixture Modeling7-20-18  10:41 amBengt O. Muthen2
LCA Log Low & Log High7-31-18  6:03 pmBengt O. Muthen3
Multi-level LCA8-08-18  5:53 pmBengt O. Muthen4
How many indicators in LCA/LPA are too many?9-09-20  5:24 pmAds6
Default Missing Data for LCA9-19-18  10:29 amBengt O. Muthen5
BCH with covariate interpretation5-14-20  3:49 pmBengt O. Muthen16
BLRT problems with neg-bin GMM10-03-18  2:18 amJon Heron3
Output of second-order LTA model 10-03-18  5:41 pmBengt O. Muthen4
Weights in longitudinal GMM10-04-18  11:16 amTihomir Asparouhov6
Error Message saving CPROBS10-29-18  4:19 amChris Giebe2
Testing for Equivalence LPA (3 Step?)11-09-18  1:14 pmBengt O. Muthen6
LPA: Class Probabilities Results3-16-20  10:35 amBengt O. Muthen5
Latent classes as X variables4-27-19  6:27 amBengt O. Muthen4
Transition analysis from continuous indicators11-23-18  6:34 amJan Ivanouw6
Latent Profile Analysis with Repeated Measures 11-26-18  2:22 pmBengt O. Muthen5
Factor Mixture Modeling with Covariates & Outcomes12-06-18  3:23 pmBengt O. Muthen2
LCA: BIC finds no minimum1-25-19  10:54 amBengt O. Muthen10
Merging Transition Probabilities in LTA12-13-18  12:14 pmBengt O. Muthen2
Windows vs. Mac: Mac 3 times slower1-28-19  10:47 amAndre Maharaj5
Omnibus test (Wald) of predictors of latent class3-04-19  6:13 pmTihomir Asparouhov2
Confidence intervals and p-values not coherent3-11-19  5:24 pmBengt O. Muthen2
Comparing LCGA models 4-09-19  5:27 pmBengt O. Muthen13
Auxiliary vars in mixture modeling6-03-19  9:01 amTihomir Asparouhov4
Interpretation of factor loadings in FMM4-30-19  4:04 pmBengt O. Muthen2
Class Enumeration 5-11-19  6:45 amBengt O. Muthen2
TDIST function for kurtotic distributions5-23-19  6:28 amBengt O. Muthen4
Mixture logistic regression8-06-19  4:04 pmBengt O. Muthen6
Comparison of Student t and Gaussian mixture model6-10-19  8:31 amTihomir Asparouhov2
How to perform trajectories on factorial means?6-09-19  4:31 pmBengt O. Muthen2
LRT tests with predefined classes6-20-19  1:25 amTihomir Asparouhov3
When time series analysis can use in mixture model7-06-19  2:59 pmBengt O. Muthen2
Tech 11 output using random time scores (TS)7-17-19  5:22 pmBengt O. Muthen2
Free loading parallel process growth mixture model7-20-19  5:33 pmBengt O. Muthen4
GMM and Missing Data8-01-19  6:32 amDawn Brinkley7
LCGA, FIML and deceased participants8-14-19  5:19 pmBengt O. Muthen3
Using LPA profiles with new data8-19-19  5:19 pmBengt O. Muthen2
Help needed with variance error8-26-19  6:48 amBengt O. Muthen2
LPA with highly non-normal indicators valid?8-31-19  5:21 pmBengt O. Muthen4
3-step specification LTA and distal outcomes8-28-19  3:30 pmBengt O. Muthen2
LTA with 2 covariates and interaction between them9-08-19  4:56 pmBengt O. Muthen2
Relating an LTA to a GMM9-11-19  1:23 pmBengt O. Muthen2
Relating two latent class variables9-18-19  10:46 amBengt O. Muthen7
LCGA and GMM9-21-19  11:36 amBengt O. Muthen4
Two-part modelling and missing data10-18-19  8:40 pmJonathon Little3
Random-Intercept LTA (RI-LTA)11-02-19  11:05 amHeiko Breitsohl3
Example 8.14 with more than two time points.11-04-19  9:37 amBengt O. Muthen2
LCA - Non-positive definite product matrix4-11-20  5:41 pmBengt O. Muthen4
Running LCA analyses in Linux 11-20-19  3:20 pmBengt O. Muthen2
STDYX in LPA1-06-20  3:55 pmBengt O. Muthen4
Mixture model with all missing in some classes1-08-20  10:43 amBengt O. Muthen4
DCAT chi-square tests after multiple imputation1-08-20  2:41 pmTihomir Asparouhov2
Latent transition analysis 1-15-20  9:46 amTomoya Hirota11
Latent Profile Analysis: class probabilities1-17-20  3:50 amMarinka Willemsen9
Inconsistent fit statistics1-16-20  1:49 pmBengt O. Muthen4
Saving conditional item probabilities1-16-20  1:39 pmLinda K. Muthen2
LCA and LPA with categorical distal outcome1-22-20  2:18 pmTihomir Asparouhov2
BCH with arbitrary secondary model2-06-20  10:29 amNicholas J Parr4
Latent Profile Analysis in Mplus vs. STATA2-22-20  11:49 amEric Knowles4
K-means vs LPA or LCA2-25-20  2:49 pmBengt O. Muthen2
Measurement errors for most likely class3-17-20  2:24 pmTihomir Asparouhov4
Saving class/cluster membership3-23-20  4:54 pmBengt O. Muthen13
LCA R3STEP w/ Complex Survey Data4-11-20  5:49 pmBengt O. Muthen4
A proper way to handle LPA variables 4-17-20  6:17 amBengt O. Muthen5
Establishing model-fit with count indicators4-20-20  7:29 pmPaul Agius5
GMM and transitioning from latent classes found5-21-20  6:08 pmBengt O. Muthen2
LCA with multiple imputed datasets6-18-20  11:56 pmDiana Guertler10
Stratified LCA and R3STEP with type=imputation;6-14-20  3:18 pmBengt O. Muthen2
Mixture Rasch model with mixed format test6-26-20  11:12 amBengt O. Muthen2
Questions about LPA7-26-20  6:14 amSolah Lee10
Waring and problem with the number of observation7-15-20  4:47 pmBengt O. Muthen6
LCA multiple imputation 7-20-20  6:04 pmBengt O. Muthen2
LCA w/ cat and cont latent indicators8-10-20  3:43 pmDanielle Nestadt3
Equating transitional probabilities8-31-20  12:33 pmIrina Bondarenko3
Estimating prevalence of classes from survey data9-02-20  6:41 pmTihomir Asparouhov2
AVEPP's for manually generated clusters9-02-20  9:15 pmTihomir Asparouhov2
UG Example 7.9 output interpretation9-13-20  8:44 pmWilliam Johnson5
LPA with Ipsative Data/Log Ratios9-21-20  9:45 amTihomir Asparouhov2
Performing factor analysis before LPA9-24-20  6:16 pmBengt O. Muthen2
LTA with covariates and distal outcomes10-07-20  3:45 pmSara Suzuki11
Z-score for transition probabilities10-12-20  12:04 pmBengt O. Muthen2
FIML or multiple imputation for LPTA?10-30-20  4:03 amLaurien Meijer7
Miterations10-20-20  11:03 amGretchen Buchanan1
When entropy is low in LPA10-22-20  9:59 amJon Heron3
Latent Class Growth Model 10-23-20  3:59 pmBengt O. Muthen2
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