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TrungTin Nguyen
TrungTin Nguyen
Other namesNguyễn Trung Tín
Postdoctoral Research Fellow at The University of Queensland, Australia
Verified email at uq.edu.au - Homepage
Title
Cited by
Cited by
Year
Approximation by finite mixtures of continuous density functions that vanish at infinity
TT Nguyen, HD Nguyen, F Chamroukhi, GJ McLachlan
Cogent Mathematics & Statistics 7 (1), 1750861, 2020
542020
Approximations of conditional probability density functions in Lebesgue spaces via mixture of experts models
HD Nguyen, TT Nguyen, F Chamroukhi, GJ McLachlan
Journal of Statistical Distributions and Applications 8, 1-15, 2021
242021
Approximation of probability density functions via location-scale finite mixtures in Lebesgue spaces
TT Nguyen, F Chamroukhi, HD Nguyen, GJ McLachlan
Communications in Statistics - Theory and Methods, 1-12, 2022
202022
A non-asymptotic approach for model selection via penalization in high-dimensional mixture of experts models
TT Nguyen, HD Nguyen, F Chamroukhi, F Forbes
Electronic Journal of Statistics 16 (2), 4742 - 4822, 2022
18*2022
Summary statistics and discrepancy measures for approximate Bayesian computation via surrogate posteriors
F Forbes, HD Nguyen, TT Nguyen, J Arbel
Statistics and Computing 32 (5), 85, 2022
16*2022
An -oracle inequality for the Lasso in mixture-of-experts regression models
TT Nguyen, HD Nguyen, F Chamroukhi, GJ McLachlan
https://arxiv.org/abs/2009.10622, 2020
112020
Demystifying softmax gating function in Gaussian mixture of experts
H Nguyen, TT Nguyen, N Ho
Advances in Neural Information Processing Systems 36, 2024
10*2024
Approximate Bayesian computation with surrogate posteriors
F Forbes, HD Nguyen, TT Nguyen, J Arbel
ISBA 2021 - World Meeting of the International Society for Bayesian Analysis, 2021
92021
Μοdel selectiοn and apprοximatiοn in high-dimensiοnal mixtures οf experts mοdels: from theory to practice
TT Nguyen
Doctoral Dissertation, Normandie Université, 2021
7*2021
Non-asymptotic model selection in block-diagonal mixture of polynomial experts models
TT Nguyen, F Chamroukhi, HD Nguyen, F Forbes
arXiv preprint arXiv:2104.08959, 2021
72021
HyperRouter: Towards Efficient Training and Inference of Sparse Mixture of Experts
G Do, K Le, Q Pham, TT Nguyen, TN Doan, BT Nguyen, C Liu, ...
Proceedings of the 2023 Conference on Empirical Methods in Natural Language …, 2023
52023
Towards Convergence Rates for Parameter Estimation in Gaussian-gated Mixture of Experts
H Nguyen, TT Nguyen, K Nguyen, N Ho
Proceedings of The 27th International Conference on Artificial Intelligence …, 2023
52023
A non-asymptotic risk bound for model selection in high-dimensional mixture of experts via joint rank and variable selection
TT Nguyen, DN Nguyen, HD Nguyen, F Chamroukhi
36th Australasian Joint Conference on Artificial Intelligence, AJCAI 2023 …, 2023
32023
A General Theory for Softmax Gating Multinomial Logistic Mixture of Experts
H Nguyen, P Akbarian, TT Nguyen, N Ho
arXiv preprint arXiv:2310.14188, 2023
32023
Mixture of expert posterior surrogates for approximate Bayesian computation
F Forbes, HD Nguyen, TT Nguyen, J Arbel
53èmes Journées de Statistique de la Société Française de Statistique (SFdS), 2022
22022
Model selection by penalization in mixture of experts models with a non-asymptotic approach
TT Nguyen, F Chamroukhi, HD Nguyen, F Forbes
53èmes Journées de Statistique de la Société Française de Statistique (SFdS), 2022
22022
CompeteSMoE--Effective Training of Sparse Mixture of Experts via Competition
Q Pham, G Do, H Nguyen, TT Nguyen, C Liu, M Sartipi, BT Nguyen, ...
arXiv preprint arXiv:2402.02526, 2024
2024
Bayesian Likelihood Free Inference using Mixtures of Experts
F Forbes, HD Nguyen, TT Nguyen
hal-04436187, 2024
2024
Structure-Aware E (3)-Invariant Molecular Conformer Aggregation Networks
DMH Nguyen, N Lukashina, T Nguyen, AT Le, TT Nguyen, N Ho, J Peters, ...
arXiv preprint arXiv:2402.01975, 2024
2024
Bayesian nonparametric mixture of experts for high-dimensional inverse problems
TT Nguyen, F Forbes, J Arbel, HD Nguyen
2023
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Articles 1–20