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Kernel discriminant analysis and clustering with parsimonious Gaussian process models

Charles Bouveyron , Mathieu Fauvel , Stéphane Girard
OFSD 2012 - ICML workshop on Object, Functional and Structured Data: towards next generation kernel-based methods, Jun 2012, Edinburgh, United Kingdom
Communication dans un congrès hal-00707056v1

High-Dimensional Discriminant Analysis

Charles Bouveyron , Stéphane Girard , Cordelia Schmid
Communications in Statistics - Theory and Methods, 2007, 36 (14), pp.2607-2623. ⟨10.1080/03610920701271095⟩
Article dans une revue inria-00176283v1
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Kernel discriminant analysis and clustering with parsimonious Gaussian process models

Charles Bouveyron , Mathieu Fauvel , Stéphane Girard
Statistics and Computing, 2015, 25 (6), pp.1143-1162. ⟨10.1007/s11222-014-9505-x⟩
Article dans une revue hal-00687304v4

Intrinsic Dimension Estimation by Maximum Likelihood in Probabilistic PCA

Charles Bouveyron , Gilles Celeux , Stéphane Girard
IMS 2010 - 73rd Annual Meeting of the Institute of Mathematical Statistics, Aug 2010, Gothenburg, Sweden
Communication dans un congrès hal-00707049v1
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HDclassif: An R Package for Model-Based Clustering and Discriminant Analysis of High-Dimensional Data

Laurent Bergé , Charles Bouveyron , Stéphane Girard
1ères Rencontres R, Jul 2012, Bordeaux, France
Communication dans un congrès hal-00717506v1
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Intrinsic Dimension Estimation by Maximum Likelihood in Isotropic Probabilistic PCA

Charles Bouveyron , Gilles Celeux , Stéphane Girard
Pattern Recognition Letters, 2011, 32 (14), pp.1706-1713. ⟨10.1016/j.patrec.2011.07.017⟩
Article dans une revue hal-00440372v3

Robust supervised classification with Gaussian mixtures: learning from data with uncertain labels

Charles Bouveyron , Stéphane Girard
COMPSTAT'2008 - 18th International Conference on Computational Statistics, Aug 2008, Porto, Portugal. pp.129-136
Communication dans un congrès hal-00270654v1
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High-Dimensional Data Clustering

Charles Bouveyron , Stéphane Girard , Cordelia Schmid
Computational Statistics and Data Analysis, 2007, 52 (1), pp.502-519. ⟨10.1016/j.csda.2007.02.009⟩
Article dans une revue hal-00022183v4
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Unsupervised classification in high dimension

Didier Fraix-Burnet , Charles Bouveyron , Stéphane Girard , Julyan Arbel
European Week of Astronomy and Space Science (EWASS 2017), Jun 2017, Prague, Czech Republic. , 2017
Poster de conférence hal-01569733v1
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HDclassif: an R Package for Model-Based Clustering and Discriminant Analysis of High-Dimensional Data

Laurent Bergé , Charles Bouveyron , Stéphane Girard
Journal of Statistical Software, 2012, 46 (6), pp.1-29
Article dans une revue hal-00541203v4
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Parsimonious Gaussian process models for the classification of hyperspectral remote sensing images

Mathieu Fauvel , Charles Bouveyron , Stéphane Girard
IEEE Geoscience and Remote Sensing Letters, 2015, 12 (12), pp.2423-2427. ⟨10.1109/lgrs.2015.2481321⟩
Article dans une revue hal-01203269v1
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Parsimonious Gaussian Process Models for the Classification of Multivariate Remote Sensing Images

Mathieu Fauvel , Charles Bouveyron , Stéphane Girard
ICASSP 2014 - IEEE International Conference on Acoustics, Speech, and Signal Processing, May 2014, Florence, Italy. pp.2913-2916, ⟨10.1109/ICASSP.2014.6854133⟩
Communication dans un congrès hal-01062378v1
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Classification supervisée et non supervisée des données de grande dimension

Charles Bouveyron , Stéphane Girard
La revue MODULAD, 2009, 40, pp.81-102
Article dans une revue hal-00394327v1
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Robust supervised classification with mixture models: Learning from data with uncertain labels

Charles Bouveyron , Stéphane Girard
Pattern Recognition, 2009, 42 (11), pp.2649-2658. ⟨10.1016/j.patcog.2009.03.027⟩
Article dans une revue hal-00325263v2
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Gaussian mixture models for the classification of high-dimensional vibrational spectroscopy data

Julien Jacques , Charles Bouveyron , Stéphane Girard , Olivier Devos , Ludovic Duponchel , et al.
Journal of Chemometrics, 2010, 24 (11-12), pp.719-727. ⟨10.1002/cem.1355⟩
Article dans une revue hal-00459947v2

Supervised classification of categorical data with uncertain labels for DNA barcoding

Charles Bouveyron , Stéphane Girard , Madalina Olteanu
ESANN 2009 - 11th European Symposium on Artificial Neural Networks, Apr 2009, Bruges, Belgium. pp.29-34
Communication dans un congrès hal-00407834v1