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About SEM Software

There are several main points to be made about the software programs that can be used for performing SEM.

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  1. TeX Distributions. If you’re new to TeX and LaTeX or just want an easy installation, get a full TeX distribution. The TeX Users Group (TUG) has a list of notable distributions that are entirely, or least primarily, free software.
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(1) There are quite a few software programs currently available for performing structural equation modeling. The first of the widely used programs of this sort was LISREL, which as of this writing is still available. A number of other programs are also available including EQS, Amos, CALIS (a module of SAS), SEPATH (a module of Statistica), and Mplus. There are also two packages in R, lavaan and 'sem', which are of course available for free.

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(2) New users of SEM inevitably wish to know which of these programs is best. One point in this regard is that most of these programs are updated fairly frequently, making any description I might give of the limitations of a program potentially out of date. Another point to make is that different individuals prefer different features. Some want the software that will allow them to get started most quickly, others want the software with the most capabilities, still others want the software that is freely available to them.

(3) My thoughts about software is that the different packages serve different users. Currently, in this website I try to provide information for multiple types of users and, therefore, provide examples in several different languages. Here I give a brief description of some different languages and their characteristics.

(6) Amos. Amos is a popular package with those getting started with SEM. I have often recommend folks start learning SEM using the free student version of Amos simply because it is such a good teaching tool. It has the most useful manual for beginning users of SEM as well. What it lacks at present: (1) limited capacity to work with categorical response variables (e.g. logistic or probit forms) and (2) a limited capacity for multi-level modeling. Amos does have a Bayesian component now, which is helpful. That said, at the moment, it is a pretty limited Bayesian implementation and leaves the more advanced options out.

(7) Lavaan. We are now well into what can be called the 'R-age' and it is, well, all the rage alright. R is transforming quantitative analysis. Its role will continue to grow at a dramatic rate for the foreseeable future. There are two R packages dedicated to second-generation SEM analyses ('classical sem', which involved the anaysis of covariance structures). At the moment, I choose the lavaan package to present at this site, which is not to say that the SEM R packages isn't just fine. As of 2015, a new R package for local estimation of models is available, aptly called 'piecewiseSEM'.

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(8) Bayesian Implementations. At present, I am starting to present winBUGS tutorials for Bayesian implementations. winBUGS is a free software package for Markov chain Monte Carlo (MCMC) simulation using Bayes theorem. More can be found about this advanced application method under the Bayesian tab.

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I am happy to receive any comments about your experiences with SEM software or about this material at jimgrace001@gmail.com.

Demo Version 8.4

Mplus Version 8.4 Demo is now available for download at no cost for Windows operating systems,Mac OS X, and Linux operating systems.The demo version contains all of the capabilities of the regular versionof Mplus. They include:

  • Linear regression with multivariate outcomes
  • Probit regression for binary and ordered categorical variables with multivariate outcomes
  • Logistic regression for binary, ordered, and unordered categorical variables
  • Path analysis
  • Exploratory and confirmatory factor analysis
  • Confirmatory factor analysis with covariates
  • General structural equation modeling
  • Growth modeling
  • Survival analysis
  • Time series analysis
  • Multilevel modeling
  • General latent variable mixture modeling

The Mplus Demo Version is limited only by the number of variables that can be used in an analysis.Following are the limitations:

  • Maximum number of dependent variables: 6
  • Maximum number of independent variables: 2
  • Maximum number of between variables in two-level analysis: 2
  • Maximum number of continuous latent variables in time series analysis: 2

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All features in Mplus Version 8.4 Base Program and Combination Add-Onare available in Mplus Version 8.4 Demo. Read more about these features. Mplus commands and options are described inA Summary of the Mplus Language.Most of theexamples found in the Mplus sectioncan be run using the demo version. These include:cont3, cont6, cont10, mix1-mix6, mix8-mix11, mix14, and penn1-penn7. Otherexamples need to be modified to not exceed the limitations described above.

Muthén & Muthén holds the copyright for the Mplus DemoVersion. The Mplus Demo Version may be copied but may not be altered orsold.

Note: Demo Version 8.4 is not available for Windows XP/ME/Vista, Mac OS X 10.10 or earlier and 32-bit Linux operating systems.

Installing the Mplus Demo Version

  1. Download the file MplusDemo.pkg for 64-bit Mac OS X.
  2. Follow the instructions given by the setup application.
  3. Refer to the MacOS Installation Instructions for more information.
  1. Download the file install_mpluslinux_demo64.bin for 64-bit Linux.
  2. Open a shell and cd to the directory where you downloaded the installer.
  3. At the prompt, type: ./install_mpluslinux_demo64.bin or sh ./install_mpluslinux_demo64.bin.
  4. Follow the instructions given by the setup application. Note that the default installation directory is/opt/mpdemo which requires installation as root or with sudo.
  5. Refer to the Getting Started document in the installationdirectory before using the Mplus Demo Version. Important information about the environment variables used byMplus is provided in the document.
  1. Download the file Mplus Version 8.4 Demo.msi for 32-bit Windows or Mplus Version 8.4 Demo (64-bit).msi for 64-bit Windows.
  2. Double-click on the MSI file in Windows Explorer to start the installation.
  3. Follow the instructions given by the installer.

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Using the Mplus Demo Version

The Mplus Demo Version for Windows and Mac OS X come with the Mplus Editor or can be runfrom the command line. The Mplus Demo Version for Linux operating systems is available only from the command line.

Command-Line for Mac OS X and Linux Operating Systems

First, open a shell. Verify that the environment variables have been set toinclude the Mplus installation directory in the PATH environment variable by typing: $ which mpdemo
If the command is found, then run the Mplus Demo Version with the following syntax:
$ mpdemo sample.inp sample.txt
where sample.inp in the file that contains the input setup andsample.txt is the name of the file in which the output will bewritten. The following entry,
$ mpdemo sample.inp
would result in the output going to the file sample.out, thedefault output file.

Windows

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To run Mplus through Windows, click on the Start button, clickon the Programs button, and then click on Mplus. The menu barcontains the menu item Mplus. This offers two options: LanguageGenerator and Run Mplus. Mplus can also be run by clicking on theRUN button. A user can use an existing input setup,create a new input setup using the editor, or use the languagegenerator to create an input setup.

Language Generator

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Version 8.4 of Mplus includes a language generator to assist in preparinginput files. The Mplus Language Generator takes users through a seriesof screens to help them quickly set up an Mplus input file. The languagegenerator contains all of the Mplus commands except DEFINE, MODEL, andMONTECARLO. Hints for using the Mplus Language Generator are includedunder the Help menu.





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