most citedFaster Functional Clustering via Gaussian Mixture Models

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stat.CO2016★ 1 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.CO2016

Maximum Pseudolikelihood Estimation for Model-Based Clustering of Time Series Data

Hien D Nguyen, Geoffrey J McLachlan, Pierre Orban +2

Mixture of autoregressions (MoAR) models provide a model-based approach to the clustering of time series data. The maximum likelihood (ML) estimation of MoAR models requires the ev…