Muñoz J, Efthimiou O, Audigier V, de Jong VMT, Debray TPA (2024). “Multiple imputation of incomplete multilevel data using Heckman selection models.” Statistics in medicine, 43(3), 514—533. ISSN 0277-6715. doi:10.1002/sim.9965. https://onlinelibrary.wiley.com/doi/pdfdirect/10.1002/sim.9965.
Audigier V, Niang N (2023). “Clustering with missing data: which equivalent for Rubin’s rules?” Advances in Data Analysis and Classification, 17(3), 623–657. https://arxiv.org/pdf/2011.13694.
Bar-Hen A, Audigier V (2022). “An ensemble learning method for variable selection: application to high-dimensional data and missing values.” Journal of Statistical Computation and Simulation, 92(16), 3488–3510. https://arxiv.org/pdf/1808.06952.
Audigier V, White I, Jolani S, Debray T, Quartagno M, Carpenter J, van Buuren S, Resche-Rigon M (2018). “Multiple Imputation for Multilevel Data with Continuous and Binary Variables.” Statistical Science, 33(2), 160-183. doi:10.1214/18-STS646. https://hal.science/hal-02469133.
Audigier V, Husson F, Josse J (2017). “MIMCA: multiple imputation for categorical variables with multiple correspondence analysis.” Statistics and Computing, 27(2), 501–518. ISSN 1573-1375. doi:10.1007/s11222-016-9635-4. https://arxiv.org/pdf/1505.08116.
Audigier V, Husson F, Josse J (2016). “Multiple imputation for continuous variables using a Bayesian principal component analysis.” Journal of Statistical Computation and Simulation, 86(11), 2140-2156. doi:10.1080/00949655.2015.1104683. https://arxiv.org/abs/1401.5747.
Audigier V, Husson F, Josse J (2016). “A principal component method to impute missing values for mixed data.” Advances in Data Analysis and Classification, 10(1), 5–26. ISSN 1862-5347. doi:10.1007/s11634-014-0195-1. https://arxiv.org/pdf/1301.4797.
Moins-Teisserenc H, Cordeiro DJ, Audigier V, Ressaire Q, Benyamina M, Lambert J, Maki G, Homyrda L, Toubert A, Legrand M (2021). “Severe Altered Immune Status After Burn Injury Is Associated With Bacterial Infection and Septic Shock.” Frontiers in Immunology, Volume 12 - 2021. ISSN 1664-3224. doi:10.3389/fimmu.2021.586195. https://www.frontiersin.org/journals/immunology/articles/10.3389/fimmu.2021.586195.
Mirouse A, Parrot A, Audigier V, Demoule A, Mayaux J, Géri G, Mariotte E, Bréchot N, de Prost N, Vautier M, Neuville M, Bigé N, de Montmollin E, Cacoub P, Resche-Rigon M, Cadranel J, Saadoun D (2020). “Severe diffuse alveolar hemorrhage related to autoimmune disease: a multicenter study.” Critical care (London, England), 24(1), 231. ISSN 1364-8535. doi:10.1186/s13054-020-02936-0. https://europepmc.org/articles/PMC7236262.
Audigier V (2015). Imputation multiple par analyse factorielle : Une nouvelle méthodologie pour traiter les données manquantes. Theses, Agrocampus Ouest. https://pastel.hal.science/tel-01336206.
Mouhou E, Audigier V, Noirel J (2023). “A simple Bayesian model to estimate proportions and ratios from count data with a hierarchical error structure with an application to droplet digital PCR experiments.” 2305.02700, https://arxiv.org/abs/2305.02700.
Audigier V, Niang N, Resche-Rigon M (2021). “Clustering with missing data: which imputation model for which cluster analysis method?” 2106.04424, https://arxiv.org/abs/2106.04424.