9. Covariates and distal outcomes: 1-step and 3-step latent class approaches

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  • Опубликовано: 13 дек 2024

Комментарии • 13

  • @guanghan8667
    @guanghan8667 3 года назад +6

    This is really helpful! Thanks for taking the time to make this video, Dr. Vermunt!

  • @danaayoub
    @danaayoub 17 дней назад

    Thank you for you helpful video. Can we use a 3 step approach to investigate class membership if the variables are time-varying (I don't want to use baseline variables)?

  • @richmondbaye5516
    @richmondbaye5516 Год назад

    Thank you so much for this. i wonder if one can use a categorical variable as a distal outcome (dependent variable) and include the covariates and the posterior class membership in a multinomial regression? What assumption is it likely to break?

  • @andreagragnano9419
    @andreagragnano9419 2 года назад +1

    Thanks for sharing your lesson Dr Vermunt. Are you aware of the implementation of BCH in R? I did my step 1 with mClust but now I am not able to do anything else than the standard (non-adjusted) 3step process.

  • @525wol
    @525wol 2 года назад

    Very useful guide! How should we obtain the new cluster membership after bias adjustment via step 3?

    • @jeroenkvermunt5109
      @jeroenkvermunt5109  2 года назад

      In Latent GOLD, one can get classifications when running a step3 model. In the Syntax there are several options which are relevant for this (mainly "simultaneous" and "noignore"). It may be an idea to use the Bakk-Kuha method if your purpose is to improve classifications via the step3 analysis.

  • @elleg105
    @elleg105 Год назад

    Thank you for the video! Is there a way to include both covariates and distal outcome in Step3.

    • @jeroenkvermunt5109
      @jeroenkvermunt5109  Год назад

      Yes, this is possible. In Latent GOLD this requires using the Syntax instead of the Step3 point-and-click module.

  • @mdemamut
    @mdemamut Год назад

    Great explanation! How can I change the reference class when doing multinomial regression? I am modifying the order in the syntax, but I don't know if it is correct.

    • @jeroenkvermunt5109
      @jeroenkvermunt5109  Год назад

      This trick yields the correct results. In the Latent GOLD Syntax you have full flexibility to select the reference category.

  • @mcchlizz
    @mcchlizz 2 года назад

    Very interesting video Dr. Vermunt! Just wondering that this model with covariate also as Latent Class Cluster Analysis? Thanks!

    • @jeroenkvermunt5109
      @jeroenkvermunt5109  Год назад

      Yes, the 1-step approach is also a latent class cluster analysis. The step-3 model of the 3-step approach I would not call latent class cluster analysis.