Hien Nguyen

Adjunct Senior Lecturer

La Trobe University

Australia

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About

Hien Nguyen is an Adjunct Senior Lecturer at La Trobe University in Australia. His research encompasses various areas including Bayesian statistics, implicit function theorems, and feature attribution methods. Recent publications highlight his work on conditional probability density functions, non-linear dependencies in data analysis, and advanced clustering techniques.

Articles (10)

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2022

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2021

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2021

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2021

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2020

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2020

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2020

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2020

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2020

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2020

Collaborators (4)

Inga Strümke

Norwegian University of Science and Technology

NORWAY

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Faïcel Chamroukhi

Scientific Head of Data Science and AI

FRANCE

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TrungTin Nguyen

Queensland University of Technology

AUSTRALIA

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Mayetri Gupta

UNITED KINGDOM

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Hien Nguyen

Research Interests

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Articles (10)

Global implicit function theorems and the online expectation–maximisation algorithm

Approximations of conditional probability density functions in Lebesgue spaces via mixture of experts models

Model Independent Feature Attributions: Shapley Values That Uncover Non-linear Dependencies

Shapley values for feature selection: The good, the bad, and the axioms

Approximate Bayesian Computation Via the Energy Statistic

Bayesian clustering of skewed and multimodal data using geometric skewed normal distributions

Mini-batch learning of exponential family finite mixture models

On strict sub-Gaussianity, optimal proxy variance and symmetry for bounded random variables

Shapley Value Confidence Intervals for Attributing Variance Explained

Sub-Weibull distributions: Generalizing sub-Gaussian and sub-Exponential properties to heavier tailed distributions

Collaborators (4)

Inga Strümke

Faïcel Chamroukhi

TrungTin Nguyen

Mayetri Gupta

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