Longitudinal SEM and Latent Growth Curves

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No user picture. Veronica_echo Joined: 02/23/2018

If cross-validation available in OpenMx

Hi everyone,

I would like to use k-fold cross-validation to select the # of latent classes in finite mixture models. I am wondering if some functions in OpenMx support it. And for the cross-validation part, the only things I need are -2ll and information criteria such as AIC, BIC..., and status codes (i.e. the indicator of convergence). Is there any way to speed up this process? Thanks in advance.

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No user picture. ethibodeau Joined: 05/16/2018

LGM age definition variables, standard error in intercept mean/variance

In OpenMx, if I run a latent growth model with age definition variables and center my intercept at some age (by subtracting that number from each person's age), will the standard error of the intercept mean and variance depend on the number of people at or around that age? For example, if I have a longitudinal study that in the first wave a cross-section of people were recruited ages 10-40y and then followed every 5 years. Even if my total sample size was reasonable (1000) there are a lot less people at any given age, especially younger ages.

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No user picture. MaximilianStefan Joined: 12/04/2018

LGCM with Measurement Models and Latent Factor Predictor

Hi,

I am currently trying to fit the following model model: (picture, code and outcome attached)

I have data for 5 waves (2012-2016) on 4 observed Variables (-> x1_12, x2_12, ..., x4_16) that form a latent factor (= 5 CFAs for 5 years). (latent factor Naming: f12, f13, ..., f16)
The observed Variables have a range from 1-3, so I treated them as ordinal Variables.
I would like to fit a LGCM to those Factors.

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No user picture. cdmcdermott221 Joined: 10/09/2018

3-level longitudinal latent growth curve model

Hello all,

I posted this question in the Mixed Effects and Nested Models discussion board, but haven't heard back in a few weeks and my analysis is a bit time-dependent.

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No user picture. Veronica_echo Joined: 02/23/2018

Question about estimates of growth models with TICs

Hi everyone,

I am using OpenMx to fit a growth model with 2 continuous TICs. The results looked well; however, I noticed that the biases of path coefficients of the 2nd TIC were systematically larger than those of the 1st TIC in simulation studies. I am not sure if such patterns resulted from data generation, or from model misspecification, or from optimizer I used (the default one). I am attaching the script for one replication and the path diagram (with 6 repeated measures) of the model, any advice would be appreciated.

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No user picture. ethibodeau Joined: 05/16/2018

ACE decomposition of growth factors code

Does anyone have example path specification code to run a basic linear growth model where the slope and intercept factors are decomposed into ACE based on twin data? Thanks!

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No user picture. Veronica_echo Joined: 02/23/2018

A proper way to handle improper solutions of LGC

Hi all,

I am conducting simulation studies of LGC, and I found that the improper solution rates were pretty high in my model (If a solution with any variance of growth factor less than 0 or any correlation out of [-1, 1], I defined it as improper. Attached is the number of improper solutions out of 1000 replications). I am wondering when specifying an LGC in OpenMx, should I add constraints on variance or correlations? Or I can just exclude those improper solutions from simulation studies simply?

Thanks in advance!

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No user picture. Veronica_echo Joined: 02/23/2018

Can OpenMx plot predicted y hat of LGC automatically?

Hi all,

I am conducting latent basis models and have got estimations. I want to plot the functional form of individuals. Is there any way for OpenMx to plot those y hat's for each individual automatically? Or at least can I have those y hat values directly?

Thank you in advance!

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No user picture. ethibodeau Joined: 05/16/2018

multiple group LGM when one group has incomplete wave structure

I'm interested in running a multiple group latent growth model to test for invariance in growth parameters across two groups, by constraining particular parameters to be equal across groups (vs freely estimating) and doing LL chi-square model comparisons.

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No user picture. Veronica_echo Joined: 02/23/2018

Ch11_Kevin J. Grimm, Nilam Ram, Ryne Estabrook_Growth Modeling Structural Equation and Multilevel Modeling Approaches

Hi everyone,

I am trying to estimate the knot of piecewise latent growth model and using one piece of code from Grimm, Ram & Estabrook's book as my reference (P268-269). However, it reported an error "Error: Illegal label 'L10[1, 1]' detected in matrix 'A'. Square brackets must contain numeric literals when used inside of labels."