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» On-line support vector machines and optimization strategies
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ESANN
2004
14 years 7 days ago
On-line support vector machines and optimization strategies
Juan Manuel Górriz, Carlos García Pu...
GECCO
2005
Springer
195views Optimization» more  GECCO 2005»
14 years 4 months ago
Evolutionary strategies for multi-scale radial basis function kernels in support vector machines
In support vector machines (SVM), the kernel functions which compute dot product in feature space significantly affect the performance of classifiers. Each kernel function is suit...
Tanasanee Phienthrakul, Boonserm Kijsirikul
ICANNGA
2007
Springer
129views Algorithms» more  ICANNGA 2007»
14 years 2 months ago
Multi-class Support Vector Machines Based on Arranged Decision Graphs and Particle Swarm Optimization for Model Selection
Abstract. The use of support vector machines for multi-category problems is still an open field to research. Most of the published works use the one-against-rest strategy, but with...
Javier Acevedo, Saturnino Maldonado-Bascón,...
PVM
2005
Springer
14 years 4 months ago
Some Improvements to a Parallel Decomposition Technique for Training Support Vector Machines
We consider a parallel decomposition technique for solving the large quadratic programs arising in training the learning methodology Support Vector Machine. At each iteration of th...
Thomas Serafini, Luca Zanni, Gaetano Zanghirati
GECCO
2007
Springer
212views Optimization» more  GECCO 2007»
14 years 2 months ago
Controlling overfitting with multi-objective support vector machines
Recently, evolutionary computation has been successfully integrated into statistical learning methods. A Support Vector Machine (SVM) using evolution strategies for its optimizati...
Ingo Mierswa