- Hien Nguyen, Faicel Chamroukhi, Florence Forbes. Approximation results regarding the multiple-output Gaussian gated mixture of linear experts model. Neurocomputing, Elsevier, 2019, (pdf)
- Julyan Arbel, Olivier Marchal, and Hien D Nguyen. On strict sub-Gaussianity, optimal proxy variance and symmetry for bounded random variables. ESAIM: Probability & Statistics, forthcoming, 2019. [ DOI | arXiv | HAL ]
- 2019, (pdf) . Model-based clustering and classification of functional data. Wiley Interdisciplinary Reviews: Data Mining and Knowledge Discovery. 9.
- Hien D. Nguyen, Florence Forbes and Geoffrey J. McLachlan. Mini-batch learning of exponential family finite mixture models, to appear in Statistics and Computing, (pdf)
- Hien D. Nguyen, Julyan Arbel, Hongliang Lu, and Florence Forbes. Approximate Bayesian computation via the energy statistic, UQ2020, Munich
- Hien D. Nguyen, Julyan Arbel, Hongliang Lu, and Florence Forbes. Approximate Bayesian computation via the energy statistic (pdf)
Nguyen, T., Nguyen, H. D., Chamroukhi, F., & McLachlan, G. J. (2019). Approximation by finite mixtures of continuous density functions that vanish at infinity, (pdf)
- Mohsen Maleki, Darren Wraith and Florence Forbes. Finite mixtures of multiple scaled Generalized Hyperbolic distributions using a Bayesian approach.
- Antoine Usseglio-Carleve, Hien D. Nguyen, S. Girard. Development of majorization-minimization algorithms for the computation of empirical and theoretical geometric multivariate expectiles.