I have fit a model with a more complex covariance structure, but the fit reports a false convergence.  I have read from past posts that this can be an indication of over-specification.  I went ahead and fit a model with a simpler covariance structure.  It doesn't seem like I can compare the two likelihoods or the AIC or BIC to compare the two model since the one model had false convergence.  Is this correct?  If so, what would be a good approach to comparing the two models to validate the smaller model?  
 
Thanks for the time.
 
Todd Remund
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