1. On the Assignment of Individuals to Latent Classes

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Bias-Adjusted Three-Step Latent Markov Modeling With Covariates (2016, unknown): “Other assignment rules are available in the literature, such as random assignment (see, e.g., Goodman, 2007).”
Latent Class Modeling with Covariates: Two Improved Three-Step Approaches (2010, methodology): “Possible classification methods are modal, random, and proportional assignment (Goodman 1974a, 1974b, 2007; McLachlan and Peel 2000; Dias and Vermunt 2008).”
Estimating the Association between Latent Class Membership and External Variables Using Bias-adjusted Three-step Approaches (2013, unknown): “While the true class memberships cannot be observed, the parameters of the measurement model described in equations 1 to 3 can be used to derive procedures for estimating these class memberships, that is, for assigning individuals to classes (Goodman 1974, 2007; Clogg 1981; Hagenaars 1990).”