Matthieu Marbac

Publication Activity (10 Years)

Years Active: 2015-2024
Publications (10 Years): 11

Top Topics

Variable Selection

Categorical Data

Computationally Tractable

Top Venues

Comput. Stat. Data Anal.

Adv. Data Anal. Classif.

Publications

Aude Sportisse, Matthieu Marbac, Fabien Laporte, Gilles Celeux, Claire Boyer, Julie Josse, Christophe Biernacki
Model-based clustering with missing not at random data. Stat. Comput. 34 (4) (2024)
Marie du Roy de Chaumaray, Matthieu Marbac
Clustering data with non-ignorable missingness using semi-parametric mixture models assuming independence within components. Adv. Data Anal. Classif. 17 (4) (2023)
Matthieu Marbac, Mohammed Sedki, Christophe Biernacki, Vincent Vandewalle
Simultaneous Semiparametric Estimation of Clustering and Regression. J. Comput. Graph. Stat. 31 (1) (2022)
Christophe Biernacki, Matthieu Marbac, Vincent Vandewalle
Gaussian-Based Visualization of Gaussian and Non-Gaussian-Based Clustering. J. Classif. 38 (1) (2021)
Matthieu Marbac, Mohammed Sedki, Tienne Patin
Variable Selection for Mixed Data Clustering: Application in Human Population Genomics. J. Classif. 37 (1) (2020)
Matthieu Marbac, Mohammed Sedki
VarSelLCM: an R/C++ package for variable selection in model-based clustering of mixed-data with missing values. Bioinform. 35 (7) (2019)
Matthieu Marbac, Vincent Vandewalle
A tractable multi-partitions clustering. Comput. Stat. Data Anal. 132 (2019)
Matthieu Marbac, Mohammed Sedki
A family of block-wise one-factor distributions for modeling high-dimensional binary data. Comput. Stat. Data Anal. 114 (2017)
Matthieu Marbac, Mohammed Sedki
Variable selection for model-based clustering using the integrated complete-data likelihood. Stat. Comput. 27 (4) (2017)
Matthieu Marbac, Christophe Biernacki, Vincent Vandewalle
Latent class model with conditional dependency per modes to cluster categorical data. Adv. Data Anal. Classif. 10 (2) (2016)
Matthieu Marbac, Christophe Biernacki, Vincent Vandewalle
Model-Based Clustering for Conditionally Correlated Categorical Data. J. Classif. 32 (2) (2015)