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Mplus Discussion
Announcements
Exploratory Factor Analysis
Confirmatory Factor Analysis
Structural Equation Modeling
Multilevel Data/Complex Sample
Convergence
Intraclass correlations
Evaluation of model fit
Categorical Outcomes
Factor loading MCA models
Total and Indirect Effects
Building a Multilevel Structural Model
Hierarchical regression
Multilevel factor analysis
Example data: Published?
Multigroup Model
Fit indices
Saving Parameter estimates in separate files
Multilevel SEM Examples
Missing data
Cluster Size
Multilevel Time Series Question
3level analysis by HLM and Mplus
Random intercepts
Is it possible to run "type=complex"and "type=mgroup" sim...
FIML versus MUML
Version differences
Random regression in Mplus
Path analysis with 3way (multilevel?) data
Simple multilevel problem (?)
Testing for clustering
Random intercept model with latent independent variable
Using only the within or between matrix
Autoregressive errors in multilevel model
MUML and MUMLM
Adjusting standard errors for cluster sampling
Effective sample size
Path Analysis using categorical latent outcome variable
Group level variable and low intra class correlation
Linear dependency in ML models
Unconditional model
Power/monte carlo studies with multilevel data
Nonrecursive models
Rmsea with unbalanced group sizes
How does Mplus handle nonnormal model?
SEM and sampling weights
Multilevel latent class analysis
Twolevel model without firstlevel covariates
Analysis=integration, multiple groups
Unstable estimate of correlation
Multilevel data in discretetime survival analysis
Possible LISREL syntax for multilevel modeling?
Multilevel Means Modeling
Numerical integration
Nonlinear constraints and complex sample data
Teory path analysis with multilevel data
Modification indices in multilevel?
Multiple group comparion with complex sample using cluste...
Estimated means for multilevel mixture model
Multilevel path analysis for binary outcomes
Random slopes for SEM?
Weight Option and ICCs?
Standardized Solutions
Unknown Factors in Between Level
Data Structure
A general comment
Contrasts using multinomial logistic
Robust WLS Sample size?
Intercept?
Zeroinflated Poisson regression in multilevel setting
Discriminant validity in multilevel model
Start Values in Multilevel Path Analysis
Is type=complex or type=multilevel the appropriate type o...
More thann two levels?
Leveltwo variables with no complement on levelone
Unbiased Estimates Using Type=Complex?
Unit of Analysis in Aggregated Data
Between Level Covariance Matrix is NPD
Multiple membership models
Help with a random slope interpretation
No ICCs when using ordinal variables?
Unbalanced multilevel data
NonPositive Definite Between Level Matrix
Save out factor scores with complex data
Complex sample (BRR) and dichtomous outcomes
Threelevel growth modeling
Using KNOWNCLASS
EFA/CFA with complex sample data
Multilevel SEM everything random?
How many degrees of freedom?
Weight variable in SEM
Formative vs. Reflective constructs in MSEM
Minimum number of level1 units within level2 units
Memory shortage
No SIGB and SAMPLE matrices
ICC with Latent variable SEM  2 Level Model
"Negative Nonindependence"/"Frog Pond Effect"...
Correlations
How many clusters?
Censored Two Level Model?
How to consider this dataset / which model is good?
Question more / How to consider this dataset
Ex 9.13 Question.
Multilevel measurement/structural invariance
How to fix this problem? ex 9.13
Multilevel Model Example on Web Site
The Big help for your comment about model/ output/ concep...
Example for type=complex
Twolevel model with crossclassified random effects
To Integrate or not in twolevel modeling
Information matrix: expected vs. observed vs. combination
A few question in Mplus example.
Using "Design Effect" weight variables in NCES datasets...
Crosslevel and betweengroup interactions
Using Mplus: the Multilevel model Question.
Multilevel model > Assume Logistic Regression
Multilevel model < Cluster level one more than
Random slope with fixed intercept
Error message Output
Multilevel model and eroor message / Lots of missing data
Weights
Cluster Issues
Binary Data at Level2
Nonpositive Definite MatrixBetween Level
MONTECARLO and weights
Using Sigb
Multilevel Regression
Latent random slope models
Level2 variables on level1 independent variables
Monte Carlo Question
Scaling in CFA/SEM with complex data
Multiple sampling weights for growth model?
Multilevel SEM for repeated surveys
Simulation of Multilevel SEM
Constraints
Convergence Number in Simulations
RSquare
ZeroLoadings on Level 2 Factor
Invariance across reporters (multilevel v. not)
Within and Between Specification
Combination of MFA and multilevel path analysis
Recommended Estimator
Specifities
Relationships between latent constructs
Can MPLUS analyze a general threelevel model?
Std vs. StdXY
Mplus 4 Multilevel features?
Categorical dependent variable using complex?
Shouldn't withingroups variables be latent too?
StdYX in Multilevel Regression
Saving Multilevel Residuals
BetweenLevel Question
Estimating interactions with sigw
Multiple Weights in Mplus Multilevel Models
Comparing MLR models with type complex
Design Effect and Biased Parameter Estimates
Looking for polytomous multilevel data
Analysis Advice
Reliability coefficient
Panel Data Econometrics
Residual Variance of Random Coefficient Set to 0
Multilevel regression
Examples from national data sets
Large and varied design effects
Factor Scores for Random Slopes
Sample weights
When are level 1 variables designated "within"?
TYPE = COMPLEX
How to classify by logistic regression
Parallel process multilevel growth curve model
Working with pooled data in sem
Multilevel mixture modeling
Estimating Chi Square
Factor scores in multilevel analysis
Multilevel reliability
Analysis of nonindependence of groups
Model specification
Max number of levels allowed in Multilevel Model
Crossclassified random effects
Cluster Specific Multilevel Modeling
Group level DV
Multilevel Mixture Modeling
Mutliple Nesting Variables
Partial Least Squares advice needed
Categorical variable codings
DIFFtest and cluster sampling
Entering a level 3 variable in level 2?
Intercepts and slopes as random effects?
Within subjects design
Heterogeneous longitudinal design Any opinions?
2 continuous dependent variables?
2 Level SEM Effect Size and 95CIs
2level path analysis
Path analyses, individuals nested within couples
What are X and W?
Does this make sense?
Additional cases in multilevel mixture model
Mixed model
Group constructs
Handling multiple leveltwo clusters
Saving estimates for each clusterID
Statistical power in type=complex models
Mediation in repeated measures (time series) data
Regression to the Mean in Multilevel Growth Models
Unspecified parameters entered in model
Onedimensionality
Reliability estimate for the intercept
Cox path model and the effects of collinearity
Survey data analysis
Assigning data point to complex clusters
Estimator for multilevel sem
Normality test and HLM
Is multilevel modelling right for my sample?
Threelevel factor analysis and SEM
Centering
Factor scores from between level growth model
How to obtain std. coeff. not using Mplus
Should i pool clusters together?
Modeling direct or total effects
Testing for significants
Covariates using twolevel complex
Ex. 9.3 random intercepts in twolevel SEM
Withinvariables with betweenvariance
Grandmean centering in type = twolevel
3level CFA  withinvariance, between variance
LGCM
Generating twolevel data based on SIGB matrix
Complex sample data
Integration Dimensions Question
Modeling clustered data over time
Very low ICC
Splitting Within and Between Variance (part1)
Multilevel Regression of Factor Scores
Multilevel model testing
Measurement invariance and multilevel SEM
Regarding skeness in my sample
Crosslevel interaction in multilevel SEM
Number of Parameters in Multilevel Model
Within residual variance
Cluster averages
Bootstrapping with multilevel data
Use DEFINE in Monte Carlo simulation
Between level only factors
WLSMV or MLR
Between level information function
Purchasing multilevel addon
Understanding fit
Multilevel Path Analyses
Trying to run TYPE = COMPLEX TWOLEVEL
Interactions with 2level random model
CFA to SEM
Multilevel CFA null, independence, maximal model
Multiple groups
MLM and complex survey data
Level 2 Latent Variable
Multiple group analysis in complex survey
Comparing Design Effects?
Complex sample analysis with strata and secu/psu
Cluster versus multilevel
Problem with "SUBPOPULATION" command
ICC for count variable in twolevel analysis
MONTE CARLO DATA and ANALYSIS = BASIC
Correlations
Replicate weights with complex sample
Effect Size interpretation under type=complex
Multiple continuous dependent variables
Within level matrix and between level matrix
Estimators and Missing Data
When Repeated Measures Don't Permit a Growth Model
Not positive definite
Problem with Twolevel HLM
Nonsignificant r2 in twolevel pathmodel?
MULTIPLE LOGISTIC REGRESSION: REF CATEGORIES
Different loglikelihoods for equivalent models
Error message
Complex analysis and df's
Mediation
Twolevel CFA problems (identification, modindices)
Jackknife replicate
Mul levl reg & complex survey data weighting
WITHIN or BETWEEN?
Within or between?
Output twolevel logistic
Between level and within level factor
Size of stdyx b's in type= twolevel
Betweengroup variance for the factor loading
Mplus Web Notes: No. 11
Multilevel Factor analysis supervisorsubordinates
Negative values in file
Patterns of Nesting are Different Across Years
Question on twolevel LCA
Comparison of Mplus results with R & HLM
Multilevel model using long data and residual
TWOLEVEL EFA example
Indirect effects in twolevel logistic model
MORE PARAMETERS THAN NUMBER OF CLUSTERS?
Zeroinflated poisson models
How to get Rsquared out of type=twolevel random
Variation within cluster
Multivariate Ordinal Mixed Model
Wald ChiSquare F tests for complex data
Labeling variance of an oberved variable
Moderated mediation twolevel model
Parameter estimates in TYPE=COMPLEX
2 level multilevel SEM
Multilevel manifest covariate
Replication error
Standardised output in multilevel SEM
DIFFTEST without outputting derivatives dataset
Correlated errors in a twolevel EFA
Estimation methods for multilevel mediation model
Estimated probabilities in 2level logit models
Multilevel cox regression
ClusterLevel Dependent Variables
Stratafication versus clustering
Multilevel CFA
Multilevel and testing mediation
Residual correlation of 1.000
Type=complex
Random intercept and slopes with latent variables
ICC's
Contextual effect for twolevel SEM
Intercept vector in twolevel factor analysis
ECLSK
Multilevel regression with a distal outcome
Correlations with TYPE=COMPLEX
Generating dichotomous independent variable
Panel and interaction
Multilevel CFA vs. EFA: identification issues
Degrees of freedom with standardized variables
Unequal sample sizes in multiple regression
Multilevel sem, modification, and categorical vars
Multiple sample path analysis with complex sample
Weighting
ICC in Mplus
Normalized weights
Output file prematurely terminated
Spatial power law in Multilevel model
Warning message regarding number of clusters
Standardization for MFA with categorical variables
Moderated mediation in MLM
Parameterisation Delta or Theta
DIFFTEST in Multilevel CFA
Explaining a significant interaction term
Bootstrapping multilevel data
3Level GMM CACE with Randomization at Level3
Computing Power for a complex multilevel model
Intervallevel dependent variables
Variance decomposition when using %within%
Cross level interaction
Information Criterion for Survey Data
Model identification in twolevel CFA/SEM
Multilevel CFA
Options for twolevel mediation analysis
Crossclassified random effects approach?
Measurement vector
Save residuals
Save matrices
3lvl structure w/ 2 nested repeated measures?
Testing Level1 moderator on Level2 predictor
Sampling weight and design variables
Mediation, clusters and longitudinal data
MLM Regression of latent vars within on between
Crosslevel moderator
(dis)aggregated data without multilevel
Construct/use neighborhoodlevel variable
Pairwise testing of fixed effects
Odds ratio interpretation
Modelling growth by groups
Testing assumptions
Decomposing a covariate
Complex sample/path analysis
MLM with outcomes at different levels...
Descriptive info in Mplus
Multigroup analyses with weighted data
Mean of betweenlevelvariables
How to model this sample design in mplus
Decomposing xvariables for categorical dv
SEM with Multilevel Modeling
1 categorical variable vs 2 categorical variables
Control group in Latent Class Analysis
Correlations
Two Levels of Repeated Measures
Saving data
Multisite cluster sample
Crosssectional experimental data
Control variable in Mplus
Nested data and bootstrapped standard errors
Ordinal model
Unbalanced longitudinal nonequidistant time
Nominal Outcome in MultilevelAnalysis
BetweenLevel Sample Stats for Clustered Twins
Warning in multilevel regression analysis
Not enough memory
Factors Score from Multilevel EFA
Output for multinomial logisitc regression
Mplus estimates?
Model constraints
Multilevel Multigroup CFA and Latent Mean Analysis
2level CFA, with a predictor at level two
Multilevel data and mediation/path model
Type=Complex and singleton PSU's
MultiLevel SEM with Latent Variables
NonRecursive Models
Multilevel mixture loglinear model
Tests of Model Parameters
MPML estimation method
RGE
Individuallyvarying times in multilevel models
Estimator for complex data
Fisher Information Matrix in MCFA analysis
Multilevel model using complex survey data
Multilevel Multiple Group Analysis
Path modeling of binary data from a biased sample
Monte Carlo Simulation Data File Not Appearing
Withinlevel variable not required at betweenlevel
Multilevel SEM for Diary Study
Multilevel and multiple mediation in Mplus
Three level model with complex sample data
Multilevel Logistic Regression
Multilevel model on two waves of nonrepeated data
Intercept of factor in MLM
Bayes multilevel analysis
Hypothesis Testing
WLSMV with unbalanced clusters/categorical data
Question grandmeancentering
2level analysis
Twolevel mediated moderation
Fit indices for LCA
Multilevel mediation 211, Zeroinfl Poisson
Time Varying Covariate in ML Growth Curves
Reading data from txt file incorrectly
Diary study 3 levels
TYPE=COMPLEX TWOLEVEL
Zeroinflated negative binomial and complex data
Clustering and stratification
AIC/BIC question
MPlus is using half my data
Plausible values for Factor Score Estimates
Multilevel SEM (diary study)
Centering and Intercepts in Mplus
Coding of Categorical Covariates
Replicate weights and subpopulation
111 multilevel mediation with a moderator
3 level model help
Level 1 independent on Level 2 dependent
Independence model for TWOLEVEL EFA 3 UW UB
Multilevel model with grouplevel outcome
3level model (binary outcome)
Model Fit with Complex Survey Data
Complex 3level repeated measures SEM
Default estimator for TYPE=TWOLEVEL
Scaling correction factor using WLSM
Significant groups
Constraining paths across levels
Nested model has fewer df than comparison model
Multivariate Outcomes Model  Bayesian Estimation?
Example 9.6
Multigroup Multilevel CFA
Level 2 random intercept in latent regression
Chisquare & type= twolevel random
Proc mixed SAS versus mplus on mixed models
Zero inflated count model
Sample size
Getting residuals for school effectiveness scores
Correlation between endogeonus variables
TYPE = COMPLEX TWOLEVEL
FourLevel Modeling
AIC vs BIC
Problem involving parameters
Plotting longitudinal growth curves by individual
Testing cross level effects
Job Oportunity  Research Psychologist
MSEM mediation model with random slopes
Incremental Validity
Longitudinal Factor Analysis
Threelevel model corrections in multilevel CFA
Common pathway crosslagged biometric models
Number of clusters for Bayesian estimator
Multilevel Covariance CFA (1994 paper)
3level Factor Model
Plots with multilevel complex sample analysis?
Residual variance
DIC for MGMM?
Model fit indices in Multilevel SEM
Importance weights
Error in cfa, type = complex
MGMM convergence issue
Centering default in Type=twolevel
Combining MLM and parallel process LGC mediation
Correct multilevel multigroup model?
Effects from within to between level
Random intercept in categorical MLSEM
Error Msg  Variation within a cluster
Multigroup analysis
Saving the repetition variable in WIDETOLONG
Type = Complex
Bootstrap mediation test with complex sample
Multilevel or multigroup analysis
Number of dimensions/integration points
Moving variances
Normalised residuals?
Twolevel growth models for a categorical outcome
Effect coding
Multiple number of indicators?
Different predictors at the two levels
MSEM 111 Moderated Mediation with Lev 1 Mediator
Nonpositive Trace
Variance of L2factor?
Error Message  2Level EFA
Mediation model with timevarying mediator
MultiLevel MultiGroup Path Analysis
3 level poisson regression
Model indirect with Bayes
Fixed parameter warning
Reliability Estimates
Unidentified Model  Increase H1 iterations
Comparing the impact of the independent variables
Fixing a negative variance and outcomes
Latent interactions among random intercepts
Twogroup growth with different followup times
Compare path strength in two groups
Multilevel categorical data
Haywood case in two group analysis
Dealing with Poor Model Fit
How to specify latent composite in mlm
Multilevel LCA with marital dyads
Two Level Moderated Mediation?
Intercept (Only) Model with categorical outcome
Number of integration points
ZeroTruncated Poisson
Complex Data, Missing Data, and EM Algorithm
About data entering
DIfferent ICC of summated vs. latent scores
Testing causality with multilevel data
Twolevel modeling with replicate weights?
Sample weights documentation
Marginal models & level 2 variable as mediator
Descriptive statistics with replicate weights
Draw a model
Multilevel model + multiple groups
Multiple group analysis of mutilevel model
Generate multigroup data within clusters
Betweengroup Interaction
Testing Configural Invariance with clustered data
Mplus on Mac
"0.000" Estimates and Standard Errors
Multilevel path analysis
Missing data on covariates
Within and betweenperson analyses
Error???
Standardized solutions in two level model
Interactions with categorical indicators
Groupmean centering in type=complex
Power of difference tests in weighted estimation
Multiple outcomes
Applying Survey Weights (Millenium Cohort Study)
Pvalues for variances
Error when adding between level variables to model
Higher level constructs and MFA
ChiSquare Difference Testing
MLM and Complex survey design
Partial correlation / Multilevel/ Large N
Standard errors
Useobservations command
Illconditioned FisherInformationMatrix
Illconditioned Fisher information matrix
Measuremetn Model Evaluation
Multilevel random effects metaanalysis
Hierarchical LV Structural Modeling + Mediation
Reliability coefficient for empty model
Missing values level 2 covariate
Betweenfactor based on variables measured within
Mixed Effects model in MPLUS
FS SE
Using define with widetolong
Multilevel SEM
Bayes Estimator for Multivariate ML (ordered)
Bayes posterior distributions for covar. matrix
Multilevel model in dyadic analysis
Multilevel path analysis
Modelfit /Multilevel Analysis
Cluster correction, no standard errors
Fixed effects models
Cross Classified Multinomial Logit
Different baseline hazards Cox model
Crossclassified Mplus7
Survey
Survye crosssectional
Survey longitudinal
A common problem for binary independent variable
Model fit in crossclassified model
Monte Carlo for Multilevel Analysis
Interaction in twolevel model with random slopes
Cluster means for latent factor
Multilevel modeling with withincluster groups
Multilevel mediation analyses with binary outcome
Interpretation of multilevel LGM
N2mplus software
Multilevel CFA with continous latent variables
2 DVs with different numbers of higherlevel units
Moderated mediation model
Logistic regression using replicated weights
Crossclassified model
LGM with 2 sets of Time Varying Covariates
Complex data doing with plausible values
Mediation and Model Constraint
Aggregated data with group level predictor
Complex Samples and categorical outcomes
HLM Missing Data on Timepoints
Warning about MLR standard errors
Multilevel IRT Model in Mplus
Complex modeling with two cluster variables
Question about error message
Level 1 variables predict level 2 variable?
Negative Chi Square
Rsquared
Correlation among estimates
No equivalent MSEMmodels with random slopes?
Cluster Randomized Trials
Repeated measures / grouplevel dependent variable
Unrestricted within for 2level CFA?
Multilevel SEM with WLSMV estimation
212 two level SEM model
Time Series Varying Start/End Dates
No intercept model
Crosslevel interaction  Warning Saddle Point
Three level path analysis
Cluster or multilevel CFA?
Multilevel SEM modeling
Complex sample SEM with mediators
Robust Standard Errors
2112 modeling
3level MLM with version 6.11
Individuallyvarying times of observation
Multilevel IRT
Parallel nesting structures
3level complex survey design estimate
Interpreting intercepts in MLM & FE models
Define/ recode variable with Imputed dataset
Estimating Residual Variances in MSEM Path Model
Betweenlevel variance/covariance matrix
Problem with excluded cases
Latent between level variable?
Mixed model for lowerlevel factor
Crossclassified Longitudinal Model
Multilevel mediation model and grouping
Basic Questions on Sampling Error
Problems with input SPSS data file
Groups as clusters and age differences
Unbalanced growth model
2Level Seemingly Unrelated Regression
Clustered Data with a Count Outcome
212 model with a level2 moderator
111 mediation model with random slopes
Comparison of nonnested models
Crosslevel interactions in mediation analysis
Correlating slope and intercept
Chi Square Multilevel for categorical data
R2 for categorical DV (Snijders & Bosker, 1999)
Interpreting withinlevel effects at betweenlevel
Programme with no outcome
Intercept in twolevel SEM with latent variables
21 cross level interaction
Multigroup multilevel/complex logistic regression
Multilevel, multiple group with random slopes
Problem with grouplevel Y and complex model
2LL comparison of two nested models
Structural invariance with complex data
3 level complex and longitudinal data
Correlations between IVs in multilevel analyses
CrossLevel Interaction
Adding covariate into multilevel mediation
Different numbers of replicate weights
Twolevel path model with small number of clusters
Binary level1 independent variables
Between level
Twolevel random with level3 cluster added
Posterior covariance matrix
2nd order multilevel CFA with formative construct
LPA run
Type twolevel random with binary outcome
Covariance in twolevel interaction
When to fix factor loadings across levels
Two level CFA Large residual variances
Standard Errors Under MLR in Twolevel Models
Latent profile analysis
Unusual multilevel structure
Three Level SEM with Random Slopes
Saving lower level mediation effects
Not positive definite between covariance matrix
Multilevel path modeling problem
Monte Carlo
Calculating withincluster variance
Syntax for mutual influence APIM model?
XWITH at level 3
Twolevel SEM ERROR message
Logistic regression using clustering
Two level random slopes
MMC Syntax
Fit indices for multilevel SEM
Matching Mplus Output to APA Reporting Standards
Moderated Mediation
Running time for 2level bifactor model
2 level LGM
Model fit indices with Bayesian estimator
MCFA  variance of betweenlevel latent factor
Endogenous problem in multilevel analysis
Multilevel analysis for ordinal responses
Multilevel model with repeating repeated measures
Minimum level1 sample size?
GLM with log link and Poisson regression
Moderated Mediation with cross level moderation
Known Reliability
Sorting the data
Multilevel moderation
Negative Deviance
Constrained 3level Model vs. 2level Model
Estimator and S.E. with Fay's
Paper Request and Question
211 path analysis with binary mediator/ outcome
Threelevel data: crosslevel interactions?
Missing Level 2 Data
Heterogeneous Level1 Variances
Within Cluster Variability on L2 predictors
Twolevel mediation analysis with binary outcome
New to MLM  Basic help request
Within/between specification
Oneway random effects ancova
Plotting MLM interaction
Implicit and explicit stratification with weights
With/Between
Three level model with complex data
Cluster ID exceeds the maximum allowable value
Multilevel mediation with random slopes 211
Fit Indices in CrossClassification
Simple Moderation in Multilevel Data
Sample Statistics Check
Nonlinear regression in weighted samples
Summation of indirect effects in two level
Two cluster variables  measuring change
Replicate Weights and cluster information
Adding AR1 Structure in MLM SEM
COMPLEX TWOLEVEL EFA processing time
DIF with categorical data in multilevel model
Level 2 variable as the outcome
Multilevel mediated moderation model
Logistic MLM
Mplus
Small Number of Between Units
Estimate random slope with multiple variables?
Type=complex or twolevel in a sample of twins
Three Level SEM Random Intercepts
211
Latent Variable Mixture Modeling
Growth Modeling of Longitudinal Data
Missing Data Modeling
Categorical Data Modeling
Test topic

