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To cite the 'gllvm' package in publications use:
Niku J, Brooks W, Herliansyah R, Hui FKC, Korhonen P, Taskinen S, van der Veen B, Warton DI (2025). gllvm: Generalized Linear Latent Variable Models. R package version 2.0.5.
accompanied by any of associated research articles, as applicable:
Niku J, Hui FKC, Taskinen S, Warton DI (2019). “gllvm - Fast analysis of multivariate abundance data with generalized linear latent variable models in R.” Methods in Ecology and Evolution, 10, 2173-2182.
Niku J, Hui FKC, Taskinen S, Warton DI (2021). “Analyzing environmental-trait interactions in ecological communities with fourth-corner latent variable models.” Environmetrics, 32, 1-17.
van der Veen B, O'Hara RB (2024). “Fast fitting of phylogenetic mixed effects models.” arxiv.
van der Veen B, Hui FKC, Hovstad KA, Solbu EB, O'Hara RB (2021). “Model-based ordination for species with unequal niche widths.” Methods in Ecology and Evolution, 12, 1288-1300.
van der Veen B, Hui FKC, Hovstad KA, O'Hara RB (2023). “Concurrent ordination: Simultaneous unconstrained and constrained latent variable modelling.” Methods in Ecology and Evolution, 14, 683-695.
Korhonen P, Hui FKC, Niku J, Taskinen S (2023). “Fast and universal estimation of latent variable models using extended variational approximations.” Statistics and Computing, 33, 1-16.
Corresponding BibTeX entries:
@Manual{,
title = {gllvm: Generalized Linear Latent Variable Models},
author = {Jenni Niku and Wesley Brooks and Riki Herliansyah and
Francis K. C. Hui and Pekka Korhonen and Sara Taskinen and Bert
{van der Veen} and David I. Warton},
year = {2025},
note = {R package version 2.0.5},
}
@Article{,
title = {gllvm - Fast analysis of multivariate abundance data with
generalized linear latent variable models in R},
author = {Jenni Niku and Francis K. C. Hui and Sara Taskinen and
David I. Warton},
journal = {Methods in Ecology and Evolution},
year = {2019},
volume = {10},
pages = {2173-2182},
}
@Article{,
title = {Analyzing environmental-trait interactions in ecological
communities with fourth-corner latent variable models},
author = {Jenni Niku and Francis K. C. Hui and Sara Taskinen and
David I. Warton},
journal = {Environmetrics},
year = {2021},
volume = {32},
pages = {1-17},
}
@Article{,
title = {Fast fitting of phylogenetic mixed effects models},
author = {Bert {van der Veen} and Robert B. O'Hara},
journal = {arxiv},
year = {2024},
}
@Article{,
title = {Model-based ordination for species with unequal niche
widths},
author = {Bert {van der Veen} and Francis K. C. Hui and Knut A.
Hovstad and Erik B. Solbu and Robert B. O'Hara},
journal = {Methods in Ecology and Evolution},
year = {2021},
volume = {12},
pages = {1288-1300},
}
@Article{,
title = {Concurrent ordination: Simultaneous unconstrained and
constrained latent variable modelling},
author = {Bert {van der Veen} and Francis K. C. Hui and Knut A.
Hovstad and Robert B. O'Hara},
journal = {Methods in Ecology and Evolution},
year = {2023},
volume = {14},
pages = {683-695},
}
@Article{,
title = {Fast and universal estimation of latent variable models
using extended variational approximations},
author = {Pekka Korhonen and Francis K. C. Hui and Jenni Niku and
Sara Taskinen},
journal = {Statistics and Computing},
year = {2023},
volume = {33},
pages = {1-16},
}
These binaries (installable software) and packages are in development.
They may not be fully stable and should be used with caution. We make no claims about them.
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