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Mplus Discussion
Announcements
Exploratory Factor Analysis
Confirmatory Factor Analysis
Structural Equation Modeling
Categorical Data Modeling
Multiple group analysis with categorical variables
Fit indices for categorical outcomes
Multigroup modeling
Path Analysis + Unique Families + Categorical Y
Modification Indices for Categorical Outcomes
Number of cases for WLSMV estimation
IRT Models in Mplus
MIMIC Models
Multigroup modeling and residual variance constraints
Choice of estimator
Measurement Invariance
Monte Carlo Simulation
WLS vs. WLSMV results with ordinal data
Underlying normality and polychoric correlations
Exogenous perdictors in Ordinal LGC models
Calculating df when using the WLSM estimator
Significance (p values) for parameter estimates using WLS...
Understanding Scale factors
Longitudinal invariance with categorical indicators
LISCOME Model
Correlation or covariance ?
Nonpositive definite tetrachoric correlation matrix
Categorical indicators
Growth Model for Categorical Outcome
WLSM vs WLSMV
Factor Invariance Over Time
Secondorder factor analysis
Random effects discrete time logit survival model
Interpretting results of model with dichotomous outcome
Structural Zeros with combinations of binary indicators
Modeling Binary Outcomes with Sampling offset
C ON x problems
Appropriate estimator
SEM for count models?
Discriminant validity in a CFA with categorical data
Discriminant validity in a CFA with categorical data (pre...
Standare error of estimated mean of the latent factor in ...
Weight Matrix Not Positive Definite
LGM with ordered categorical indicator variables
Practical interpretation of effects in LGM with categoric...
Categorical Dependent Variable and Controls
Ordered Logistic Regression
Interpreting quadratic growth factors with ordered catego...
Covariances of exogenous variables
Power Calculation with Categorical Indicators
Interpretation of factor loadings
Distrubution of Est./S.E. in WLS, WLSM, WLSMV.
Chisquare difference test in categorical data
Categorical outcomes
Twovariable discrete time survival modeling
Reference for WLS then WLSMV for difference testing
Missing Data By Design
SEM with Dichotomous dependent variable: multivariate nor...
Multiple levels of categorical dependent variable
Fit indeces under ML versus WLMSV
What is added by V in the WLSMV?
How to test group differences in path coefficients and ...
Latent response variables ?
Missing by design / Categorical Data / Measurement Invari...
Model identification
Logistic regression models
Setting a residual variance to zero
Will Mplus 3 support complementary loglog model?
Theta parameterization
Generating factor scores
Mediation and moderation
Multigroup modeling
Parameterization of mixture models with cat obs variables
Plot utility
Comparison of Latent Class Structures
Reference for WLS chisquare difference
FIt Indices for categorical outcomes in Mplus 3
Interpretation of coefficient
ML with Numerical Integration vs. WLSMV
Fit Indices in Ordinal CFA
Fit indices. How is it possible!!!
Categorical indicators, WLS, and correlations between err...
Binomial and Poisson Counts with Variable Exposure
Parameter estimate correlation
Baseline model in CFI / TLI
S.E of standardized coefficients
Categoric simplex models
Identification problem in categorical SEM
Estimation algorithm with numerical integration
Montecarlo simulation
IRT/CFA parameterization
GLLAMM vs MPlus 3
CFA with categorical indicators and covariate
Handle Missings?
Categorical latent variable
Causal indicators
Interpretation of Rsquare in categorical data modeling
Overriding defaults and Identification requirements
Negative Residual Variance
Single Group CFA
Montecarlo for an LGM with ordered categorical data
Specify measurement error for dichtotomous dependent vari...
Bootstrap standard errors
Markov Chain prediction
Assumptions of analyses using dichotomous indicators
Metric of ordinal dependent >and< independent variable in...
Categories with low response frequencies
Comparing nonnested models
reliability measures
Modification indices for errors/disturbances
Homogeneous fit indices
Mixture model analysis wtih categorical indicators
Interpreting thresholds
Any efficient way to input binary data ?
IRT issues
Path analysis with logit regression vs. probit regression
Chisquare for nested model with categorical data
Polychoric correlation
Cluster analysis
Nested Logit
Categorical observed variables and growth curve modeling
Factor correlations >1
Linear Inequality Constraint on parameters
Chisquare differences & covariation in exogenous variabl...
DIfferences in MLR between v3.01 & v3.12
Bootstrapping_NOT running completely
Bivariate Probit_result discrepancies
Probit vs. logit
SEM related_" ******* "sign...
WLSMV vs LISREL's DWLS
Weight variables
Difference in factor correlations between cfa model and f...
Single indicator related
Modeling unreliability of a categorical predictor
DTSA and missing data
Probit vs. logit Monte Carlo data generation
Rarely used categories
Some suggestion for version 4
Assumptions of Censored Regression in MPlus
Offset in Poisson regression
PseudoR^2 for Models with an Ordinal Response Variable
Thresholds, DELTA, THETA
Thresholds, Path Analysis with Probit Regression
Extreme values in LCA results
Marginal effect
Sample selection, censoring and truncation
Ctaegorical CFA
TECH3 output
Expressions for path models with logit link
Hidden Markov model w/ 7 time points
Constraints in Logistic model
Mlogit in Mplus
Adjusted Rsquare
Latent category predicting observed variable
Discrete time survival analysis: mediation model
Saving Residuals Covariances/Residual Correlations
Binary & Continuous variables in LCA
Std. coeff. for latent categ. variable
Interpreting coefficients
Interpreting "WITH" coefficients in path analysis
Analyzing longitudinal categorical data
Sample sizes for ordered categorical analyses
Beginner question on count data (poisson) model
ML and WLSMV estimates
EFA/CFA with mixed nominal and ordinal indicators
Error variance for endogenous count variables
Parallel process growth models
Multivariate Ordered Logit/Probit
Multiple group analysis for semicontinuous model
Path model with poisson outcome
Expected WLS & WLSMV chisq given misspecification
Grp doesn't contain all values of cat. variable
Convergence problemcategorical modeling
Censored regression
Categorical predictors
Estimating omega_h from CFA of categorical items
IRT and item factor analysis of categorical items
Mean of the Latent Intercept Growth Factor
Nonrecursive path model
Error message  not enough memory
Binary CFA problems
Multigroup with different response categories
Survey logistic regression
Modeling Constraint
Interpreting odds ratio with continuous IV
Parameterization using MLR for IRT
Testing parallel lines assumption in Mplus
Comparison of two Rsquared
Poisson appropriate?
Mislabeled output with two dichotomous outcomes
Difftestbinary indicators/theta parameterization
Random slope model
Theta parameterization for categorical variables
Censored below and above?
Estimator for Twopart cross sectional model
Factor scores for ordinal variables
Query about Rsquare
Partial proportional odds model
Poisson RSquare estimate possible?
Chisquare for IRT
Predicted probabilities, etc.
Differences in BIC values
Problems with rare case model 1
Problems with rare case model 2
Multinomial Logistic Regression
Correlation predicting latent distal
Categorical Dependent Variables
Continuous vs. Categorical Indicators in CFA
Twogroup logistic regression with missing data
Mplus, correlation or covariance
IRT GRM  Thresholds pt 1
Negative binomials?
Correlation of ordinal and integral variables
Safety data of randomized clinical trials
Derivative method
Effect size vs. baseline model
Probit or logit
DIF with IRT
Categorical data modeling  beginner
Continuous Time Survival Analysis
Latent Class Errors
Long Running Times and No Results with WLSMV
Memory limitations
Mislevystyle test scoring
Muthén, Du Toit & Spisic (1997)
Chisquare in V5 for 2PL model
Compare Groups in Surival Analysis
Help with categorical DV
Categorical mediator
Categorical
Polytomous Rasch models
Categorical Indicator
Unidimensionality
Post Hoc Power Analysis with Categorical
Poisson with Normal Residuals
ACE model on Latent Factors with cat. indicators
Insufficient memory with estimator of MLF
Multigroup CFA with Dichotomous Indicators
LR test of nested models with count data
Structural Zeros
Latent Transition Analysis with Covariate
Acrosstime measurement invariance
Pvalues + wlsmv
Partial Credit Model
Proportional hazards assumption
Changing reference group
Conversion of 5point Likert scale
Correlation and exogeneity
Multinomial log. reg. standardized coefficients
What are "completely standardized estimates"?
Data Modeling
LPA (LCA) with negative binomial regression
Latent class analysis
Defining outcomes as categorical vs. continuous
IRT with Theta/Delta parameterization
Interpratation of zeroinflated models
Longitudinal CFA with binary indicators with FIML
Calculating Probit Probabilities
Bivariate probit regression
Timevarying covariates in discretetime hazard
Bootstrapping
Weight matrix in WLS(s) and GLS
Logistic regression with survey data FIML
SAVEDATA ESTIMATES output
Modified Graded Response Model (IRT)
No variance for an IV in a group
Indicators of Continuous and Categorical Factors
THETA parameterization and Allison's (1999) issues...
Information matrix
Literature on Choice Model with Latent Variables
Specify choice availability in Mplus
Percentage Outcomes using Multinomial Distribution
Path analysis with nominal variables
Twogroup logistic regression output
ML Integration with Mixtures
Save fscores
A latent categorical variable w/ dummy variables
Binary predictors in WLSMV
Determining sample size
Speeding up categorical ESEM analysis
Categorical latent models & continuous variables
Local independence check
LCA with missing data
Item location in IRT
Categorical mediating variable
Vuong's test for Poisson, NB, ZIP, and ZINB
Number of data points necessary for LTA
Some of the variables are nominal.
Demographic variables in SEM
Threshold and probability
ZeroInflated Negative Binomial Regression
DIF using IRT
Zero inflated Poisson and degrees of freedom
Proportional and NonProportional Odds Testing
BLRT
Zeroclass in Zeroinflated Poisson variables
Full vs diagonal weight matrices
Path analysis with nominal outcomes
Calculation of 95% confidence intervals
Multinomial logistic regression & interaction
Basic question about 2 x 2 contingency table.
Reading Tetrachoric Correlations into Mplus
Indirect effects
Path analysis and categorical data
Count data and 'Model Estimated Covariances'
Scale unit for count modeling
Path analysis w/ categorical variables
Multinominal Logistic regression
Multigroup with count variables and two datasets
Standardized results with Categorical variables
LCA or Tetrachoric FA
Indirect effects w/ cat. predictors and covariates
Difftest in path to categorical DV
BIC  for continuous DVs, + for categorical DVs
Multiple group analysis in Monte Carlo study
Path analysis
Interpreting estimates from wlsmv
Comparing ML regression coefficients by gender
Count outcomes
A parameterization problem
Baserate Correction
3PL modeling in Mplus?
Stop MCMC estimation early
Interpreting standardized thresholds
Capacity of Mplus
Thresholds and complex panel data
Conditional logistic regression in MPlus?
Correlations Between Predictors in WLSM
Conditional prob. function and regression
IRT for continuous item responses
Covariances with latent interactions
Variable with noninteger value
Categorical mediator in SEM
Bifactor IRT models
Factor score calculation from categorical outcomes
Clustered nominal outcomes
Zeroinflated poisson coefficients
Latent transition analysis (LTA) with Mediation
ML vs. MLR for IRT models
LCA data question
Save MCMC draws for factor scores
Standardization
CFI vs TLI with categorical & continous vars
Nonlinear constraints on factor loading
Parameterization and standardization
Rasch analysis features
Error message: Nonzero correlation
Testing differences in paths
Model Fit indices: dichotomous & continuous DVs
The estimator for ZeroInflated NB + MIMIC
Hidden markov model
Intepretation of probit coefficients
CP vs LRV
Path analysis with Mplus
Categorical outcome and timeinvarying covariate
Fixing intercept in simple probit model
Asymptotic covariance matrix of polychoric CORR
Specifying threshold values
Test equality of tetrachoric correlation matrices
Increase SAVEDATA output
Freeing mean and fixing thresholds
Mlogit
Hurdle models
Adjusted chisquare and wlsmv
IRT vs. Normal Score with Prelis?
Ordinal logistic regression
Factor score estimation with > 2 cat y & count y
Testing a Mediation with Count data.
Output data the same in 3 different models
Residuals in WLSMV
Standardised output in a path model
Multiple group CFA with categorical indicators
Logistic regression and dummy variables
How to do 3PL or 4PL IRT model
Singleindicator latent variable for ordinal data
Leverage and influence
Multigroup logistic regression
Analyzing Benchmarks
Configural model  no convergence
Category independent variable
Can I use FIML with WLS and Type=Complex?
Nested structure, repeated measures, missing data
Use aBIC or BIC in LCA
Modification Indices with multigroup
WRMR
IRT model
Estimator for logit reg with missing data
Categorical data and odds ratios in nested models
Choice Based Samples
Model estimates
Count variable correlation matrix
DIF with bifactor model
Reanalyzing categorical summary data
Categorical DV in mediation analysis
No pvalues for STDYX in model
A monte carlo simulation study with categorical
Mplus processing speed
Tests of categorical data
Marginal effects of indirect coefficients
Categorical independent Variables
Large number of categories
Categorical bifactor model fit
Scale factors in multiplegroup analysis
Categorical mediator with summary data?
Measurement invariance of binary outcome variables
Measurement invariance: WLSMV vs. MLR
Log transformation of a count DV with 0s
Latent Profile Analysis and Binary distal outcome
FIML and ML fit function
Cannot get DIFFTEST to work
Logistic regression in mediation analysis
Analysis with binary predictor
Categorical Variable Error
Growth modeling with binary
Jackknife replicate weights
Variance in scores accounted for by model
Path analysis with WLSMV
Knownclass v grouping option and categorical data
Estimated outcome probabilities
Categorical predictors in Path Model
Factor scores change when adding 2nd order factors
MIMIC model and nonunique solutions
Random item effects
Dispersion Parameter Estimate
DIF Testing with Multidimensional MIMIC model
Logistic regression with grouped data
Comparing Linear and Count Regression
Binary data with monotone missing
Path analysis
Threshold identification constraints & invariance
Path analysis query
Invariance testing procedure for ordered CFA
Optimal scaling
Bootstrap and categorical data modelling
Bayes & correlation between latent and categorical
ADDFREQUENCY Command
Seemingly Unrelated Ordered Probit
Poisson regression to estimate relative risk
Calculation of factor scores in 2nd order model
Effect size violation of metric invariance
Correlation output: full matrix
Difftest with 'negative' chisquare difference
Bayesian MIRT w LogNormal Prior
Odds ratios with probit latent regression ?
Rasch model
OR and CI for latent interaction
Formative construct, categorical indicators?
Interrupt/Interactive simulation
Core Processors
Reporting correlations for categorical variables
Discrete Time Survival Analysis plots
Type=Basic
Calculation of factor scores in 2nd order model
3PL IRT model
Crosslagged Panels
Confidence intervals of estimates
FMIL and WLSMV
There are no standardized errors and pvalues
Negative variance in ESEM for categorical data
Likelihood ratio test comparing nested ZINB models
Generate CFA with categorical outcomes
Using WLSMV in discrete time survival analysis
Topic 5 video
Covariates in logistic regression model
Model fit indices in categorical data
Mean interitem correlations
Monte Carlo of WLSMV tests
Alternatives for LPM or logit
Overdispersion with logistic regression
Rare Events Logistic Regression and Related
Format of SAVEDATA scores file
Correlations among a larger number of variables
Chisquare difference test
Problem saving factors scores
Relative Risks in Mplus
Using 3 categorical variables to predict outcomes
Binary vars' variances not given in Corr. matrix
Cat factor indicators  itemtotal correlations
Malone
Longitudinal SEM with censored indicators
Min # items irt/factor score formula
Mediation with dichotomous mediator and outcome
Random effects IRT
Sample Size for LCA
Path analysis with a binary outcome variable
Std coeff. for paths with binary covariates
STDYX vs STDY  binary outcome
Multiple mediator model with categorical outcomes
WRMR fit indices
WRMR fit indices
Grouping categories of ordinal data
Twopart LGM with multiple categorical indicators
Poisson versus negative binomial regression
Count Variables as Moderators
Modeldata fit for count models
%variance by reduced scale
Bayesian measurement variance
Model comparison for analysis with complex data
Negative Binomial Regression with Interactions
Categorical, nonnormal, & missing data
Some confusions about Ordered LCA
Basic Compare Means
Ordinal regression with bootstrap
Help on this error massege
Invariance testing on a Bifactor model
Indirect effects in MLR
Using country dummy variables?
Range of numerical integration
Path analysis
Likelihood formula for ordered data  WLSMV
Confirmatory LCA
Model evaluation for logistic regression
Crosslagged logit model using ML
Mediated moderation using dictomous outcomes
When do results from WLSMV and MLR differ?
WLSMV EFA ESEM number of free parameters
Differences in Factor Structure when using Bayes
Marginal Reliability in IRT
Composite reliability for categorical variables
Multiple group analysis with MIMIC under WLSMV
SEM with continuous and dichotomous
WLSMV vs MLR & single binary indicator
ML/ULS estimator
Markov model with measurement error
Chisquare decrease in MI testing
Multilevel data generation
How to fix thresholds to set latent means’ metric
Monte Carlo
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Reference group for regression coefficients
Weighting of categorical subgroups in LCA
Covariance btw Factors with Categorical Indicators
Binary DVs
Hierarchical LogLinear Modeling
Binomial Logistic Regression
Predicted value of HLM ordinal logistic reg
Standardized output in survival analysis
Measurement invariance with binary data
Categorical and continuous var
Interaction in path analysis
"Unknown option" error variable
Testing partial measurement invariance in Mplus
Threelevel logistic regression?
SVALUES
Comparing nested models with categorical data
Scale of factor loading and threshold
Nominal mediator with binary outcome
Can Mplus output predicted values?
Exogenous and Endogenous Categorrial Variable
Causal mediation with binary variables
Zeroinflated mediator: choosing proper model
Two time points with observed categorical variable
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Doe it matter how to fix factor means?
Simple mediation analysis
Stratified proportional hazards model
Predicted Probablities for ZINB
Number of category in NOMINAL option
Testing invariance with model constraint
Factor scores IRT
Error multiple mediation with dichotomous outcome
Longitudinal model with categorical variables
Link function in Bayes estimation
Dichotomous & continuous mediators
Binary Data from an Exam
EMPTY CELL ERROR
Longitudinal CFA with categorical items  Psi npd
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Running SEM without raw data
Monte Carlo study (how to obtain CFI and TLI)
Latent variable interaction and logit
Crosslagged panel design
Juvereal
Categorical and Continuous mediators
Constrains to categorical variables
Crosslagged path analysis
Poisson model with timedependent variables
Lagged analysis with zeroinflated count data
Problems with Running a Dichotomous Mediator
IRT concurrent calibration
Ordinal DV only 1 set parameter estimates
Ordered categorical variables
Monte Carlo extension of example 9.27
MI across reporters with categorical indicators
Mediation w/ Binary Outcome, Continuous Covariates
Montecarlo power simulation for a bifactor model
Multinomial multilevel
Vuong's test with multilevel data
Lots of latent variables with variance zero
Residual covariance categorical observed
Categorical variable as dep and indep variables
Variable as categorial in mediation analysis
Ordered logistic regression coefs into equation?
IRT studies of many groups: the alignment method
Plot for the Country Specific Parameter
Saved factor score using Bayesian estimation
IRT studies of many groups: the alignment method
Difference testing in WLSMV and sample size
# of obs variable of each latent profile£¿
Logistic regression output
Multigroup CFA for repeated ordinal measures
Model selection of BSEM with categorical variables
Nominal as mediators
Ordered categories and count variables
BSEM MI analysis for categorical data
BSEM limitations
Modeling methods_Simultaneous Eq's_Categ responses
Zeroinflated ordered probit
Results in Probability Scale
Quasi Complete Separation
Crosssectional categorical data 2 time points
Testing for "additive interaction"
Exogenous categorical variables in path analysis
The correlation in path analysis
Missing data in path analysis
FIML
SatorraBentler chisquare difference test
Random parameter Bivariate Ordered Probit Model
Dichotomous and ordinal predictors
BSEM categorical data
Reference for Bayesian Bifactor SEM
Binary DV in mediation analysis (path model)
Regress covariate on one group in MIMIC
Latent Class with Covariates, R3STEP
Categorical ESEM Correlation More Than 1
RICLPM with ordinal categorical variables
Multilevel hurdle using NBH option
Ordered logistic regression
Category Characteristic Curves
Nonlinear constraints with a count variable
Indirect effect for categorical mediator
Extract information for MAP Estimation
Bifactor model using categorical data
IRT studies of many groups
Logistic regression with categorical predictor
Generating categorical indicators missingess
Difftest with ML estimator
IRT parameterization of ordinal responses?
Factor with one categorical indicator?
Use summary data for SEM with binary varaibles
Logistic model: bayes vs other estimation
Combing Declarations for Count and Censored
Zero inflated Negative Binomial Multiple mediation
Many Facet Rasch Model
Mediation
Guttman scale
Ordinal mediator
AR crosslagged model with binary variable.
Output for theta and delta parameterization
Save covariance matrix for categorical data
Dummy endogenous variables
Measurement invariance estimator WLS
Categorical_likert and interpretation
Less than 2 categories.
Categorical Dependent Variable
Multigroup SEM, complex data, and 3 cat variables
Thresholds with missing data
LCA with different indicator variables
Binary observed variable in SEM
ML and WLSMV estimation with categorical variables
Probabilities from probit regression coefficients
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Causal effects for 4category nominal mediator
Delta or theta parameterization?
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NGROUPS option with MC simulation
Correlation matrix in SAMPSTAT output
"Total Effect Intercept" with Categorical Mediator
Multifactor IRT model
Theta error IRT
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Nominal IV & nominal mediator & continuous DV
TNIE
Monte Carlo Simulation for IRT Model
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IRT Result with Binary Variables
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Correlate categorical variable in path model
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Multilevel serial mediation
Invariance of item group models
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Cross lagged involving categorical variables
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Factor scores for nonconverging models
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Missing Data in Discrete Time Survival Analysis
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ChiSquare Diff Test value higher than expected
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Describing CFA with categorical variables
Mimic anlysis with categorical factor indicators
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Growth Modeling of Longitudinal Data
Latent Variable Mixture Modeling
Multilevel Data/Complex Sample
Dynamic Structural Equation Modeling
Missing Data Modeling

