Maximum likelihood estimation of the Latent Class Model through model boundary decomposition

The Expectation-Maximization (EM) algorithm is routinely used for the maximum likelihood estimation in the latent class analysis. However, the EM algorithm comes with no guarantees of reaching the global optimum. We study the geometry of the latent class model in order to understand the behavior of...

Celý popis

Podrobná bibliografie
Hlavní autoři: Allman, E, Cervantes, H, Evans, R, Hosten, S, Kubjas, K, Lemke, D, Rhodes, J, Zwiernik, P
Médium: Journal article
Vydáno: Paul V. Galvin Library/Illinois Institute of Technology 2019