Yann Guermeur

Centre National pour la Recherche Scientifique et Technique (CNRST) — MA

Computer Science · Physical Sciences

7h-index219citations27works0.02yr avg
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Research Topics

Face and Expression Recognition(14), Machine Learning in Bioinformatics(6), Computational Drug Discovery Methods(4), Protein Structure and Dynamics(3), Sparse and Compressive Sensing Techniques(3)

Publications27 total

Generalization Bounds for Inductive Matrix Completion in Low-Noise Settings
Proceedings of the AAAI Conference on Artificial Intelligence·2023· 4 citedOpen Access
Variables Selection for Multiclass SVM Using the Multiclass Radius Margin Bound
HAL (Le Centre pour la Communication Scientifique Directe)·2014Open Access
Spatially resolved multimodal in vivo spectroscopy data fusion for discriminating precancerous states
2014
Model Selection for the ℓ2-SVM by Following the Regularization Path
Lecture notes in computer science·2014Open Access
Combining Multi-class SVMs with Linear Ensemble Methods that Estimate the Class Posterior Probabilities
Communication in Statistics- Theory and Methods·2013· 6 cited
Ensemble Methods of Appropriate Capacity for Multi-Class Support Vector Machines
2012· 1 cited
A generic model of multi-class support vector machine
International Journal of Intelligent Information and Database Systems·2012· 32 cited
DCT-SVM based multi-classification of mouse skin precancerous stages from autofluorescence and diffuse reflectance spectra
Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE·2011
DCT-SVM based multi-classification of mouse skin precancerous stages from autofluorescence and diffuse reflectance spectra
2011
A Quadratic Loss Multi-Class SVM for which a Radius-Margin Bound Applies
HAL (Le Centre pour la Communication Scientifique Directe)·2011· 6 citedOpen Access
A Quadratic Loss Multi-Class SVM for which a Radius–Margin Bound Applies
Informatica·2011· 47 citedOpen Access
Sample Complexity of Classifiers Taking Values in R^Q, Application to Multi-Class SVMs
2009· 2 citedOpen Access
Radius-margin bound on the leave-one-out error of the LLW-M-SVM
2009· 1 cited
Etude comparée des performances de SVM multi-classes en prédiction de la structure secondaire des protéines
HAL (Le Centre pour la Communication Scientifique Directe)·2009
A Quadratic Loss Multi-Class SVM
ArXiv.org·2008· 4 citedOpen Access
SVM Multiclasses, Théorie et Applications
HAL (Le Centre pour la Communication Scientifique Directe)·2007· 19 citedOpen Access
Radius-margin Bound on the Leave-one-out Error of Multi-class SVMs
HAL (Le Centre pour la Communication Scientifique Directe)·2005· 4 citedOpen Access
A Kernel for Protein Secondary Structure Prediction
The MIT Press eBooks·2004· 17 cited
A hybrid kernel machine for protein secondary structure prediction
HAL (Le Centre pour la Communication Scientifique Directe)·2003
Traitement statistique des résultats SELEX
HAL (Le Centre pour la Communication Scientifique Directe)·2002
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Frequent Co-authors

Emmanuel Monfrini(4), André Elisseeff(3), Dominique Zelus(3), F. Abdat(3), Walter Blondel(3), Hélène Paugam‐Moisy(2), Alain Lifchitz(2), Régis Vert(2), M. Amouroux(2), Damien Eveillard(2), Antoine Ledent(1), Rodrigo Alves(1), Yunwen Lei(1), Marius Kloft(1), Yannick Darcy(1), Rémi Bonidal(1), Samy Tindel(1), M. Amouroux(1), Alexander Bockmayr(1), Arnaud Courtois(1)