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Matthieu Marbac

Matthieu Marbac Lourdelle

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Journal Articles

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2024
[j11]
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  - journals/sac/SportisseMLCBJB24
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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): 135 (2024)
2023
[j10]
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  - journals/adac/ChaumarayM23
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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): 1081-1122 (2023)
2022
[j9]
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  - journals/jcgs/MarbacSBV22
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Matthieu Marbac, Mohammed Sedki, Christophe Biernacki, Vincent Vandewalle:
Simultaneous Semiparametric Estimation of Clustering and Regression. J. Comput. Graph. Stat. 31(1): 477-485 (2022)
2021
[j8]
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  - journals/classification/BiernackiMV21
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Christophe Biernacki, Matthieu Marbac, Vincent Vandewalle:
Gaussian-Based Visualization of Gaussian and Non-Gaussian-Based Clustering. J. Classif. 38(1): 129-157 (2021)
2020
[j7]
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  - journals/classification/MarbacSP20
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Matthieu Marbac, Mohammed Sedki, Tienne Patin:
Variable Selection for Mixed Data Clustering: Application in Human Population Genomics. J. Classif. 37(1): 124-142 (2020)
2019
[j6]
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  - journals/bioinformatics/MarbacS19
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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): 1255-1257 (2019)
[j5]
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  - journals/csda/MarbacV19
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Matthieu Marbac, Vincent Vandewalle:
A tractable multi-partitions clustering. Comput. Stat. Data Anal. 132: 167-179 (2019)
2017
[j4]
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  - journals/csda/MarbacS17
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Matthieu Marbac, Mohammed Sedki:
A family of block-wise one-factor distributions for modeling high-dimensional binary data. Comput. Stat. Data Anal. 114: 130-145 (2017)
[j3]
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Matthieu Marbac, Mohammed Sedki:
Variable selection for model-based clustering using the integrated complete-data likelihood. Stat. Comput. 27(4): 1049-1063 (2017)
2016
[j2]
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Matthieu Marbac, Christophe Biernacki, Vincent Vandewalle:
Latent class model with conditional dependency per modes to cluster categorical data. Adv. Data Anal. Classif. 10(2): 183-207 (2016)
2015
[j1]
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  - journals/classification/MarbacBV15
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Matthieu Marbac, Christophe Biernacki, Vincent Vandewalle:
Model-Based Clustering for Conditionally Correlated Categorical Data. J. Classif. 32(2): 145-175 (2015)

Informal and Other Publications

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2021
[i1]
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  - journals/corr/abs-2112-10425
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Aude Sportisse, Christophe Biernacki, Claire Boyer, Julie Josse, Matthieu Marbac Lourdelle, Gilles Celeux, Fabien Laporte:
Model-based Clustering with Missing Not At Random Data. CoRR abs/2112.10425 (2021)

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