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Efficient estimation of generalized linear latent variable models

Niku, Jenni; Brooks, Wesley; Herliansyah, Riki; Hui, Francis; Taskinen, Sara; Warton, David I.


Generalized linear latent variable models (GLLVM) are popular tools for modeling multivariate, correlated responses. Such data are often encountered, for instance, in ecological studies, where presence-absences, counts, or biomass of interacting species are collected from a set of sites. Until very recently, the main challenge in fitting GLLVMs has been the lack of computationally efficient estimation methods. For likelihood based estimation, several closed form approximations for the marginal...[Show more]

CollectionsANU Research Publications
Date published: 2019-05-01
Type: Journal article
Source: PLOS ONE (Public Library of Science)
DOI: 10.1371/journal.pone.0216129
Access Rights: Open Access


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