Bachelor of Economics, University of Queensland, Australia

Bachelor of Science (Honours I, Statistics), University of Queensland, Australia

PhD, University of Queensland, Australia

研究テーマ：I have a strong interest in the research of computational statistics and its interaction with the fields of machine learning and AI. My research focuses on the analysis of large datasets that are acquired incrementally or are too large for conventional computers. In such settings, my work centers around the use of methods such as stochastic optimization theory and Bayesian inference to handle such difficulties. I am also interested in the development of rigorous statistical tools for choosing between models when data are complex and for testing the validity of such choices, as well as providing confidence statements regarding the goodness of inferential decisions in practice.

研究キーワード：Statistics, Computational Statistics, Bayesian Methods, Mathematical Statistics

研究期間： 2023年10月

Innovative use of sensor technology to study grazing behaviour and its associations with parasitic resistance in sheep 査読 国際誌

F Almasi, M J Stear, M Khansefid, H Nguyen, A Desai, and J E Pryce

Small Ruminant Research   2024年3月

Label-based meta-analysis of functional brain dysconnectivity across mood and psychotic disorders. 査読 国際誌

S Grot, S Smine, S Potvin, M Darcey, V Pavlov, S Genon, H Nguyen, and P Orban

Progress in Neuro-Psychopharmacology and Biological Psychiatry   2024年1月

A non-asymptotic risk bound for model selection in high- dimensional mixture of experts via joint rank and variable selection 査読 国際誌

TT Nguyen, D N Nguyen, H D Nguyen, and F Chamroukhi

Proceedings of the Australasian Jount Conference on Artificial Intelligence (AJCAI)   2023年12月

Super-resolved trajectory-derived nanoclustering analysis using spatiotemporal indexing 査読 国際誌

T P Wallis, A Jiang, K Young, H Hou, K Kudo, A J McCann, N Durisic, M Joensuu, D Oelz, H Nguyen, R S Gormal, and F A Meunier

Nature Communications   2023年6月

Passive superconducting circulator on a chip 査読 国際誌

R Navarathna, D T Le, A R Hamann, H D Nguyen, T M Stace, and A Fedorov

Physical Review Letters   2023年1月

PanIC at the Boathouse 招待 国際会議

Hien Nguyen

ANU Research School of Finance, Actuarial Studies and Statistics  2023年11月 

A non-asymptotic risk bound for model selection in a high-dimensional mixture of experts via joint rank and variable selection 国際会議

Hien Nguyen

Australasian Joint Conference on Artificial Intelligence Organization  2023年12月 

PanIC: an information criterion approach for generic model selection problems 国際会議

Hien Nguyen

Statistical Society of Australia  2023年12月 

BoltzMM: Boltzmann Machines with MM Algorithms

A T Jones, H D Nguyen, and J J Bagnall

2018年3月

lowmemtkmeans: Low memory use trimmed k-means.

A T Jones and H D Nguyen

2017年1月

Australian Mathematical Society

Statistical Society of Australia

Statistical Society of Australia, Queensland Branch   President   国際

2023年3月 - 2024年3月   

評議員   国際

2019年3月 - 2022年2月   

Statistical Society of Australia, Victoria and Tasmania Branch   Councilor   国際

2019年3月 - 2022年2月   

Organization Committee Member (Chair of Sponsorships) 国際学術貢献

67th Annual Meeting of the Australian Mathematical Societ  （ University of Queensland, Brisbane, Australia Australia ） 2023年12月

学術論文等の審査

役割：査読

2023年

Australian and New Zealand Journal of Statistics 国際学術貢献

2018年6月 - 2024年3月

Stochastic majorization--minimization algorithms for data science

2023年 - 2025年

Teaching

2022, 2023 Mathematics for Data Science 1 (MATH7501, University of Queensland; Undergraduate)
2022, 2023 Problems and Applications in Modern Statistics (STAT3500, University of Queensland; Undergraduate)
2021–2023 Statistical Learning (STAT3006, University of Queensland; Undergraduate)

Coordination

2020, 2021 Models for bioinformatics (STA5MB, La Trobe University; Postgraduate)
2020 Biostatistics (STA2BS, La Trobe University; Undergraduate)
2020 Engineering probability and statistics (STM2EPS, La Trobe University; Undergraduate)
2020, 2021 Models for bioinformatics (STA5MB, La Trobe University; Postgraduate)
2016 Experimental design (STAT3003, University of Queensland; Undergraduate)

MM Algorithms for Optimization of Statistical Models

2023年10月 - 2024年3月   後期

2023年  La Trobe University, School of Computing, Engineering, and Mathematical Sciences  区分:併任教員  国内外の区分:国外 

学期、曜日時限または期間：From October, 2023

I have an extensive record of international collaboration with researchers, primarily from Australia, but also from other countries such as Norway, Scotland, France, and Canada. Notably, I am involved in an Australian Research Council grant focused on Stochastic Optimization algorithms, which I am conducting alongside colleagues from France (2023-2025). Additionally, in collaboration with Dr. Florence Forbes from Inria Grenoble, France, we have established two joint Inria teams: LANDER (2019-2021) and WOMBAT (2023-2026). These initiatives aim to foster strong relationships between Australia and France in the fields of computational statistics and modeling.

その他 Professor