Search Results for author: Nhat Thien Pham

Found 3 papers, 1 papers with code

Distributed Learning of Mixtures of Experts

1 code implementation15 Dec 2023 Faïcel Chamroukhi, Nhat Thien Pham

We study the statistical and numerical properties for the proposed reduction estimator on experiments that demonstrate its performance compared to namely the global estimator constructed in a centralized way from the full dataset.

Functional mixture-of-experts for classification

no code implementations28 Feb 2022 Nhat Thien Pham, Faicel Chamroukhi

We develop a mixtures-of-experts (ME) approach to the multiclass classification where the predictors are univariate functions.

Classification

Functional Mixtures-of-Experts

no code implementations4 Feb 2022 Faïcel Chamroukhi, Nhat Thien Pham, Van Hà Hoang, Geoffrey J. McLachlan

We extend the modeling with Mixtures-of-Experts (ME), as a framework of choice in modeling heterogeneity in data for prediction with vectorial observations, to this functional data analysis context.

Clustering Time Series +1

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