Combining discriminant models with new multi-class SVMs

Y Guermeur - Pattern Analysis & Applications, 2002 - Springer
The idea of performing model combination, instead of model selection, has a long
theoretical background in statistics. However, making use of theoretical results is ordinarily …

[PDF][PDF] VC theory of large margin multi-category classifiers

Y Guermeur - The Journal of Machine Learning Research, 2007 - jmlr.org
In the context of discriminant analysis, Vapnik's statistical learning theory has mainly been
developed in three directions: the computation of dichotomies with binary-valued functions …

Specification and verification of dynamics in cognitive agent models

T Bosse, CM Jonker, L Van der Meij… - 2006 IEEE/WIC/ACM …, 2006 - ieeexplore.ieee.org
Within many domains, among which biological and cognitive areas, multiple interacting
processes occur among agents with dynamics that are hard to handle. Current approaches …

Isolation and Characterization of Nuclear Localized Abiotic Stress Responsive Cold Regulated Gene 413 (SsCor413) from Saccharum spontaneum

S Dharshini, VM Manoj, GS Suresha… - Plant Molecular Biology …, 2020 - Springer
Winter survival develops efficient tolerance mechanisms in plants by regulating cold-
responsive and cold-regulated genes at the transcriptional level. Hence, an insight into the …

[PDF][PDF] Support vector machines-backgrounds and practice

P Erasto - Rolf Nevanlinna Institute, 2001 - Citeseer
In many fields of science, computer science in particular, automatic learning from examples
is a long-standing goal. Also, in recent years the amount of information that has to be …

A DSmT based combination scheme for multi-class classification

N Abbas, Y Chibani, Z Belhadi… - Proceedings of the 16th …, 2013 - ieeexplore.ieee.org
This paper presents a new combination scheme for reducing the number of focal elements
to manipulate in order to reduce the complexity of the combination process in the multi-class …

Détection de mots clés dans un flux de parole

YB Ayed - 2003 - pastel.hal.science
La reconnaissance automatique de la parole suscite actuellement un grand intérêt. En
particulier, la détection de mots clés qui constitue une branche importante de l'interaction …

Finite size effects and the order of a phase transition in fragmenting nuclear systems

JM Carmona, N Michel, J Richert, P Wagner - Physical Review C, 2000 - APS
We discuss the implications of finite size effects on the determination of the order of a phase
transition which may occur in infinite systems. We introduce a specific model to which we …

A comparative study of multi‐class support vector machines in the unifying framework of large margin classifiers

Y Guermeur, A Elisseeff, D Zelus - Applied stochastic models in …, 2005 - Wiley Online Library
Vapnik's statistical learning theory has mainly been developed for two types of problems:
pattern recognition (computation of dichotomies) and regression (estimation of real‐valued …

Margin error and generalization capabilities of multi-class discriminant systems

A Elisseeff, Y Guermeur, H Paugam-Moisy - 2001 - inria.hal.science
The theory and practice of discriminant analysis have been mainly developed for two-class
problems (computation of dichotomies). This phenomenon can easily be explained, since …