activity
20142023
most citedFaster Functional Clustering via Gaussian Mixture Models

1 citations · 1 across the 6 of their papers we have counts for

collaborators

6 papers

cs.IR2023

Ontology-based Solution for Building an Intelligent Searching System on Traffic Law Documents

Vuong T. Pham, Hien D. Nguyen, Thinh Le +2

In this paper, an ontology-based approach is used to organize the knowledge base of legal documents in road traffic law. This knowledge model is built by the improvement of ontolog…

stat.ME2017

Some Theoretical Results Regarding the Polygonal Distribution

Hien D Nguyen, Geoffrey J McLachlan

The polygonal distributions are a class of distributions that can be defined via the mixture of triangular distributions over the unit interval. The class includes the uniform and…

stat.CO2016

An Introduction to MM Algorithms for Machine Learning and Statistical

Hien D. Nguyen

MM (majorization--minimization) algorithms are an increasingly popular tool for solving optimization problems in machine learning and statistical estimation. This article introduce…

stat.ME2016

Whole-Volume Clustering of Time Series Data from Zebrafish Brain Calcium Images via Mixture Modeling

Hien D. Nguyen, Jeremy F. P. Ullmann, Geoffrey J. McLachlan +5

Calcium is a ubiquitous messenger in neural signaling events. An increasing number of techniques are enabling visualization of neurological activity in animal models via luminescen…

stat.CO20161 cited

Faster Functional Clustering via Gaussian Mixture Models

Hien D Nguyen, Geoffrey J McLachlan, Jeremy F P Ullmann +1

Functional data analysis (FDA) is an important modern paradigm for handling infinite-dimensional data. An important task in FDA is model-based clustering, which organizes functiona…

stat.CO2014

Asymptotic Normality of the Maximum Pseudolikelihood Estimator for Fully Visible Boltzmann Machines

Hien D. Nguyen, Ian A. Wood

Boltzmann machines (BMs) are a class of binary neural networks for which there have been numerous proposed methods of estimation. Recently, it has been shown that in the fully visi…