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authIdHal_s : vguillemot
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Application de méthodes de classification supervisée et intégration de données hétérogènes pour des données transcriptomiques à haut-débit

Vincent Guillemot
Sciences du Vivant [q-bio]. Université Paris Sud - Paris XI, 2010. Français. ⟨NNT : ⟩
Theses tel-00481822v1

A multi-block approach in imaging genetics

Vincent Guillemot , Arthur Tenenhaus , Edouard Duchesnay , Jean-Baptiste Poline , Vincent Frouin
9th International Imaging Genetics Conference, Jan 2013, Irvine, California, United States. pp.Poster 13
Conference papers hal-00862310v1

Structured variable selection for generalized canonical correlation analysis

Tommy Lofstedt , Fouad Hadj-Selem , Vincent Guillemot , Cathy Philippe , Edouard Duchesnay , et al.
PLS’14, May 2014, Paris, France
Conference papers hal-01084048v1
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Une variante des tests de sphéricité pour l'adéquation de données transcriptomiques à un graphe de régulations génétiques

Vincent Guillemot , Arthur Tenenhaus , Vincent Frouin
Journée Ouverte en Biologie et Mathématiques (JOBIM'09), Jun 2009, Nantes, France. pp.219-220
Conference papers hal-00421943v1
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Analyse différentielle de puces à ADN. Comparaison entre méthodes wrapper et filter.

Vincent Guillemot , Laurent Le Brusquet , Arthur Tenenhaus , Vincent Frouin
2007
Preprints, Working Papers, ... cea-00327206v1
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Simulated Data for Linear Regression with Structured and Sparse Penalties

Tommy Lofstedt , Vincent Guillemot , Vincent Frouin , Edouard Duchesnay , Fouad Hadj-Selem
2014
Preprints, Working Papers, ... cea-00914960v3
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The genetic architecture of language functional connectivity

Yasmina Mekki , Vincent Guillemot , Hervé Lemaître , Amaia Carrión-Castillo , Stephanie Forkel , et al.
NeuroImage, 2022, 249, pp.118795. ⟨10.1016/j.neuroimage.2021.118795⟩
Journal articles hal-03566120v1

Etude de la Pénalisation GraphNet en Analyse de Données Multi-blocs

Annabelle Beaudoin , Natalia Pietrosemoli , Cathy Philippe , Hervé Abdi , Vincent Guillemot
53èmes Journées de Statistiques, Jun 2022, Lyon, France
Conference papers pasteur-04131938v1

Significant correlation between a set of genetic polymorphisms and a functional brain network revealed by feature selection and sparse Partial Least Squares.

Vincent Guillemot , Vincent Frouin , Philippe Pinel , Christophe Lalanne , Laura Trinchera , et al.
NeuroImage, 2012, 63 (1), pp.11-24. ⟨10.1016/j.neuroimage.2012.06.061⟩
Journal articles istex hal-00750902v1
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Heritability of the language network using resting state fMRI data

Yasmina Mekki , Cathy Philippe , Vincent Guillemot , Hervé Lemaître , Vincent Frouin
COGNOMICS Conference 2019: Bridging Gaps, Sep 2019, Nijmegen, Netherlands
Conference poster cea-02289470v1

Structured variable selection for generalized canonical correlation analysis

Tommy Lofstedt , Fouad Hadj-Selem , Vincent Guillemot , Cathy Philippe , Edouard Duchesnay , et al.
2015
Preprints, Working Papers, ... hal-01238991v1

Use of pretransformation to cope with extreme values in important candidate features

Anne-Laure Boulesteix , Vincent Guillemot , W. Sauerbrei
Biometrical Journal, 2011, 53 (4), pp.673-688
Journal articles hal-00623395v1
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Supplementary material: Continuation of Nesterov's Smoothing for Regression with Structured Sparsity in High-Dimensional Neuroimaging

Fouad Hadj-Selem , Tommy Löfstedt , Elvis Dohmatob , Vincent Frouin , Mathieu Dubois , et al.
2016
Preprints, Working Papers, ... cea-01324021v4

Gene Association Networks from Microarray Data Using a Regularized Estimation of Partial Correlation Based on the PLS Regression

Arthur Tenenhaus , Vincent Guillemot , Xavier Gidrol , Vincent Frouin
IEEE/ACM Transactions on Computational Biology and Bioinformatics, 2010, 7 (2), pp.251-262
Journal articles hal-00486420v1

Identification of differentially expressed genes: a comparison between wrapper and filter methods

Vincent Guillemot , Vincent Frouin , Laurent Le Brusquet , Gilles Fleury
Proceedings of the International Workshop on Machine Learning in Systems Biology, Sep 2007, Evry, France
Conference papers hal-00257928v1
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Sparse Multiple Correspondence Analysis

Vincent Guillemot , Julie Le Borgne , Arnaud Gloaguen , Arthur Tenenhaus , Gilbert Saporta , et al.
52èmes Journées de Statistique, Société Française de Statistique (SFdS), May 2020, Nice, France. pp.830-835
Conference papers pasteur-03037346v1
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Grouping levels of exposure with same observable effects before class prediction in toxicogenomics.

Vincent Guillemot , Cathy Philippe , Arthur Tenenhaus , Jérôme Rollin , Vincent Frouin
IEEE Computer Society, Biotechno08, International Conference on Bioinformatics, and Biomedical Technologies, Digital Library, 2008, France. pp. 164-169, ⟨10.1109/BIOTECHNO.2008.17⟩
Conference papers hal-00321714v1
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Modeling a linkage between blood transcriptional expression and activity in brain regions to infer the phenotype of schizophrenia patients

El Chérif Ibrahim , Vincent Guillemot , Magali Comte , Arthur Tenenhaus , Xavier Yves Zendjidjian , et al.
npj Schizophrenia, 2017, 3, pp.27. ⟨10.1038/s41537-017-0027-3⟩
Journal articles hal-01583472v1

Dimension Reduction and Regularization Combined with Partial Least Squares in High Dimensional Imaging Genetics Studies

Edith Le Floch , Laura Trinchera , Vincent Guillemot , Arthur Tenenhaus , Jean-Baptiste Poline , et al.
New Perspectives in Partial Least Squares and Related Methods, Springer, pp.147-158, 2013, Springer Proceedings in Mathematics & Statistics, ⟨10.1007/978-1-4614-8283-3_9⟩
Book sections istex hal-01068983v1

Structured Variable Selection for Regularized Generalized Canonical Correlation Analysis, The Multiple Facets of Partial Least Squares and Related Methods

Tommy Lofstedt , Fouad Hadj-Selem , Vincent Guillemot , Cathy Philippe , Edouard Duchesnay , et al.
Springer Proceedings in Mathematics & Statistics, pp.129-139, 2016, The Multiple Facets of Partial Least Squares and Related Methods, ⟨10.1007/978-3-319-40643-5_10⟩
Book sections hal-01396614v1
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Over-optimism in bioinformatics: an illustration

Monika Jelizarow , Vincent Guillemot , Arthur Tenenhaus , K. Strimmer , Anne-Laure Boulesteix
Bioinformatics, 2010, 26, pp.1990-1998
Journal articles hal-00514107v1

Multiblock Logistic Regression for High Dimensional Data

Cathy Philippe , Arthur Tenenhaus , Vincent Frouin , Vincent Guillemot
PLS 2014, May 2014, Paris, France
Conference papers hal-01103734v1
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Network regularization in imaging genetics improves prediction performances and model interpretability on Alzheimers's disease

Nicolas Guigui , C. Philippe , A. Gloaguen , S. Karkar , V. Guillemot , et al.
ISBI 2019 - Proceedings of the IEEE International Symposium on Biomedical Imaging, Apr 2019, Venice, Italy. ⟨10.1109/ISBI.2019.8759593⟩
Conference papers cea-02016625v1

Variable Selection for Generalized Canonical Correlation Analysis

Arthur Tenenhaus , Cathy Philippe , Vincent Guillemot , Kim-Anh Lê Cao , Jacques Grill , et al.
Biostatistics, 2014, 15 (3), pp.569-583. ⟨10.1093/biostatistics/kxu001⟩
Journal articles hal-01071432v1
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Graph-Constrained Discriminant Analysis of functional genomics data

Vincent Guillemot , Laurent Le Brusquet , Arthur Tenenhaus , Vincent Frouin
IEEE International Conference on Bioinformatics and Biomedicine Worshops, Nov 2008, Philadelphia, United States. pp. 207-210, ⟨10.1109/BIBMW.2008.4686237⟩
Conference papers hal-00346450v1

Graph Constrained Discriminant Analysis: A New Method for the Integration of a Graph into a Classification Process

Vincent Guillemot , Arthur Tenenhaus , Laurent Le Brusquet , Vincent Frouin
PLoS ONE, 2011, 6 (10), pp.e26146. ⟨10.1371/journal.pone.0026146⟩
Journal articles hal-00648336v1
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Introducing group-sparsity and orthogonality constraints in RGCCA

Vincent Guillemot , Arnaud Gloaguen , Arthur Tenenhaus , Cathy Philippe , Hervé Abdi
JdS2021 : 52èmes Journées de Statistique, Jun 2021, Nice, France
Conference papers hal-03264640v1
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Continuation of Nesterov’s Smoothing for Regression with Structured Sparsity in High-Dimensional Neuroimaging

Fouad Hadj-Selem , Tommy Lofstedt , Elvis Dohmatob , Vincent Frouin , Mathieu Dubois , et al.
IEEE Transactions on Medical Imaging, In press, 2018, ⟨10.1109/TMI.2018.2829802⟩
Journal articles cea-01883286v1
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Multidimensional Approaches in the Study of Autistic Traits using Behavioral and Imaging Data

Angeline Mihailov , Cathy Philippe , Antoine Grigis , Vincent Guillemot , Charles Laidi , et al.
Organization of Human Brain Mapping, Jun 2019, Rome, Italy
Conference poster cea-02289422v1

Distance between homologous chromosomes results from chromosome positioning constraints

Claire Heride , Michelle Ricoul , Kiên Kiêu , Johann von Hase , Vincent Guillemot , et al.
Journal of Cell Science, 2010, 123, pp.4063-4075. ⟨10.1242/jcs.066498⟩
Journal articles hal-02663555v1