Convergence Rates for Mixtures of Experts

Apr 1, 2023
Convergence Rates for Mixtures of Experts
TrungTin Nguyen
TrungTin Nguyen
Postdoctoral Fellow

A central theme of my research is data science at the intersection of statistical learning, machine learning and optimization.

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Publications

Towards Convergence Rates for Parameter Estimation in Gaussian-gated Mixture of Experts

Originally introduced as a neural network for ensemble learning, mixture of experts (MoE) has recently become a fundamental building …
Huy Nguyen, TrungTin Nguyen, Khai Nguyen, Nhat Ho
PDF Project

Demystifying Softmax Gating in Gaussian Mixture of Experts

Understanding parameter estimation of softmax gating Gaussian mixture of experts has remained a long-standing open problem in the …
Huy Nguyen, TrungTin Nguyen, Nhat Ho
PDF Project