Vincent Guillemot
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Variable selection for generalized canonical correlation analysis
A Tenenhaus, C Philippe, V Guillemot, KA Le Cao, J Grill, V Frouin
Biostatistics 15 (3), 569-583, 2014
1182014
Over-optimism in bioinformatics: an illustration
M Jelizarow, V Guillemot, A Tenenhaus, K Strimmer, AL Boulesteix
Bioinformatics 26 (16), 1990-1998, 2010
912010
Significant correlation between a set of genetic polymorphisms and a functional brain network revealed by feature selection and sparse Partial Least Squares
É Le Floch, V Guillemot, V Frouin, P Pinel, C Lalanne, L Trinchera, ...
Neuroimage 63 (1), 11-24, 2012
842012
Clinical-genetic model predicts incident impulse control disorders in Parkinson's disease
J Kraemmer, K Smith, D Weintraub, V Guillemot, MA Nalls, ...
Journal of Neurology, Neurosurgery & Psychiatry 87 (10), 1106-1111, 2016
682016
Distance between homologous chromosomes results from chromosome positioning constraints
C Heride, M Ricoul, K Kiêu, J von Hase, V Guillemot, C Cremer, ...
Journal of cell science 123 (23), 4063-4075, 2010
612010
Gene association networks from microarray data using a regularized estimation of partial correlation based on PLS regression
A Tenenhaus, V Guillemot, X Gidrol, V Frouin
IEEE/ACM Transactions on Computational Biology and Bioinformatics 7 (2), 251-262, 2008
422008
Adaptive human immunity drives remyelination in a mouse model of demyelination
M El Behi, C Sanson, C Bachelin, L Guillot-Noël, J Fransson, B Stankoff, ...
Brain 140 (4), 967-980, 2017
302017
Single‐voxel 1H spectroscopy in the human hippocampus at 3 T using the LASER sequence: characterization of neurochemical profile and reproducibility
N Allaïli, R Valabrègue, EJ Auerbach, V Guillemot, L Yahia‐Cherif, ...
NMR in Biomedicine 28 (10), 1209-1217, 2015
202015
A strategy for multimodal data integration: application to biomarkers identification in spinocerebellar ataxia
I Garali, IM Adanyeguh, F Ichou, V Perlbarg, A Seyer, B Colsch, I Moszer, ...
Briefings in bioinformatics 19 (6), 1356-1369, 2018
162018
Receptor kinase profiles identify a rationale for multitarget kinase inhibition in immature T-ALL
L Lhermitte, RB Abdelali, P Villarese, N Bedjaoui, V Guillemot, ...
Leukemia 27 (2), 305-314, 2013
162013
Adjusting for principal components of molecular phenotypes induces replicating false positives
A Dahl, V Guillemot, J Mefford, H Aschard, N Zaitlen
Genetics 211 (4), 1179-1189, 2019
142019
Covariate selection for association screening in multiphenotype genetic studies
H Aschard, V Guillemot, B Vilhjalmsson, CJ Patel, D Skurnik, JY Chun, ...
Nature genetics 49 (12), 1789-1795, 2017
132017
Hypomorphic variants of cationic amino acid transporter 3 in males with autism spectrum disorders
C Nava, J Rupp, JP Boissel, C Mignot, A Rastetter, C Amiet, A Jacquette, ...
Amino Acids 47 (12), 2647-2658, 2015
102015
Canonical Correlation Analysis.
H Abdi, V Guillemot, A Eslami, D Beaton
Encyclopedia of Social Network Analysis and Mining. 2nd Ed., 2018
92018
Transcriptome analysis of peripheral blood in chronic inflammatory demyelinating polyradiculoneuropathy patients identifies TNFR1 and TLR pathways in the IVIg response
A Richard, JC Corvol, R Debs, P Reach, K Tahiri, W Carpentier, ...
Medicine 95 (19), 2016
92016
Graph-Constrained Discriminant Analysis of functional genomics data
V Guillemot, L Le Brusquet, A Tenenhaus, V Frouin
2008 IEEE International Conference on Bioinformatics and Biomeidcine …, 2008
92008
RGCCA: Regularized and sparse generalized canonical correlation analysis for multiblock data
A Tenenhaus, V Guillemot
R package version 2 (2), 2017
72017
A constrained singular value decomposition method that integrates sparsity and orthogonality
V Guillemot, D Beaton, A Gloaguen, T Löfstedt, B Levine, N Raymond, ...
PloS one 14 (3), e0211463, 2019
62019
Modeling a linkage between blood transcriptional expression and activity in brain regions to infer the phenotype of schizophrenia patients
V Guillemot, M Comte, A Tenenhaus, XY Zendjidjian, A Cancel, ...
npj Schizophrenia 3 (1), 1-10, 2017
62017
Dimension reduction and regularization combined with partial least squares in high dimensional imaging genetics studies
E Le Floch, L Trinchera, V Guillemot, A Tenenhaus, JB Poline, V Frouin, ...
New Perspectives in Partial Least Squares and Related Methods, 147-158, 2013
62013
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