Random effects misspecification and its consequences for prediction in generalized linear mixed models.

Francis K. C. Hui

Quan Vu Francis K. C. Hui Samuel Muller 0001 Alan H. Welsh Random effects misspecification and its consequences for prediction in generalized linear mixed models. 108254 2026 213 Comput. Stat. Data Anal. https://doi.org/10.1016/j.csda.2025.108254 db/journals/csda/csda213.html#VuHMW26 streams/journals/csda

Francis K. C. Hui Ding Ding A clustered and sparse ising regression model for multivariate binary data. 2026 June 124 36 Stat. Comput. 3 https://doi.org/10.1007/s11222-026-10888-8 db/journals/sac/sac36.html#HuiD26 streams/journals/sac

Francis K. C. Hui Khue-Dung Dang Luca Maestrini Simultaneous Coefficient Clustering and Sparsity for Multivariate Mixed Models. 618-629 2025 34 J. Comput. Graph. Stat. 2 https://doi.org/10.1080/10618600.2024.2402904 db/journals/jcgs/jcgs34.html#HuiDM25 streams/journals/jcgs

Mitchell L. Prevett Francis K. C. Hui Zhi Yang Tho Alan H. Welsh Anton H. Westveld Gradient Boosted Mixed Models: Flexible Joint Estimation of Mean and Variance Components for Clustered Data. 2025 November abs/2511.00217 CoRR https://doi.org/10.48550/arXiv.2511.00217 db/journals/corr/corr2511.html#abs-2511-00217 streams/journals/corr

Linh H. Nghiem Francis K. C. Hui Samuel Müller 0001 Alan H. Welsh Likelihood-based surrogate dimension reduction. 51 2024 February 34 Stat. Comput. 1 https://doi.org/10.1007/s11222-023-10357-6 db/journals/sac/sac34.html#NghiemHMW24

Christian Damgaard Rikke Reisner Hansen Francis K. C. Hui Model-based ordination of pin-point cover data: Effect of management on dry heathland. 102269 2023 November 77 Ecol. Informatics https://doi.org/10.1016/j.ecoinf.2023.102269 db/journals/ecoi/ecoi77.html#DamgaardHH23

Pekka Korhonen Francis K. C. Hui Jenni Niku Sara Taskinen Fast and universal estimation of latent variable models using extended variational approximations. 26 2023 33 Stat. Comput. 1 https://doi.org/10.1007/s11222-022-10189-w db/journals/sac/sac33.html#KorhonenHNT23

Francis K. C. Hui GEE-Assisted Forward Regression for Spatial Latent Variable Models. 1013-1024 2022 October 31 J. Comput. Graph. Stat. 4 https://doi.org/10.1080/10618600.2022.2058002 db/journals/jcgs/jcgs31.html#Hui22

Lukasz Kidzinski Francis K. C. Hui David I. Warton Trevor J. Hastie Generalized Matrix Factorization: efficient algorithms for fitting generalized linear latent variable models to large data arrays. 291:1-291:29 2022 23 J. Mach. Learn. Res. https://jmlr.org/papers/v23/20-1104.html db/journals/jmlr/jmlr23.html#KidzinskiHWH22

Francis K. C. Hui Samuel Müller 0001 Alan H. Welsh The LASSO on latent indices for regression modeling with ordinal categorical predictors. 106951 2020 149 Comput. Stat. Data Anal. https://doi.org/10.1016/j.csda.2020.106951 db/journals/csda/csda149.html#HuiMW20

Christian Damgaard Rikke Reisner Hansen Francis K. C. Hui Model-based ordination of pin-point cover data: Effect of management on dry heathland. 101155 2020 60 Ecol. Informatics https://doi.org/10.1016/j.ecoinf.2020.101155 db/journals/ecoi/ecoi60.html#DamgaardHH20

Lukasz Kidzinski Francis K. C. Hui David I. Warton Trevor Hastie Generalized Matrix Factorization. 2020 abs/2010.02469 CoRR https://arxiv.org/abs/2010.02469 db/journals/corr/corr2010.html#abs-2010-02469

Gordana C. Popovic Francis K. C. Hui David I. Warton A general algorithm for covariance modeling of discrete data. 86-100 2018 165 J. Multivar. Anal. https://doi.org/10.1016/j.jmva.2017.12.002 https://www.wikidata.org/entity/Q60466753 db/journals/ma/ma165.html#PopovicHW18

Francis K. C. Hui Model-based simultaneous clustering and ordination of multivariate abundance data in ecology. 1-10 2017 105 Comput. Stat. Data Anal. https://doi.org/10.1016/j.csda.2016.07.008 db/journals/csda/csda105.html#Hui17

Francis K. C. Hui Gery Geenens A nonparametric measure of local association for two-way contingency tables. 98-110 2013 68 Comput. Stat. Data Anal. https://doi.org/10.1016/j.csda.2013.06.013 db/journals/csda/csda68.html#HuiG13

Francis K. C. Hui Gery Geenens Nonparametric bootstrap tests of conditional independence in two-way contingency tables. 130-144 2012 112 J. Multivar. Anal. https://doi.org/10.1016/j.jmva.2012.05.015 db/journals/ma/ma112.html#HuiG12

Christian Damgaard Khue-Dung Dang Ding Ding Gery Geenens Rikke Reisner Hansen Trevor J. HastieTrevor Hastie Lukasz Kidzinski Pekka J. KorhonenPekka Korhonen Luca Maestrini Samuel Müller 0001Samuel Muller 0001 Linh H. Nghiem Jenni Niku Gordana C. Popovic Mitchell L. Prevett Sara Taskinen Zhi Yang Tho Quan Vu David I. Warton Alan H. Welsh Anton H. Westveld