Optimal Hyper-Parameter Tuning of SVM Classifiers With Application to Medical Diagnosis

Autor: Alfonso Rojas-Dominguez, Luis Carlos Padierna, Juan Martin Carpio Valadez, Hector J. Puga-Soberanes, Hector J. Fraire

Publikováno v: IEEE Access, Vol 6, Pp 7164-7176 (2018)

Proper tuning of hyper-parameters is essential to the successful application of SVM-classifiers. Several methods have been used for this problem: grid search, random search, estimation of distribution Algorithms (EDAs), bio-inspired metaheuristics, a

Externí odkaz: https://doaj.org/article/ab1a8d723df04717a120ef6b1f0be155

Evolution of Kernels for Support Vector Machine Classification on Large Datasets

Autor: Rosario Baltazar, Héctor Puga, Martín Carpio, Hector J. Fraire, Luis Carlos Padierna

Publikováno v: Design of Intelligent Systems Based on Fuzzy Logic, Neural Networks and Nature-Inspired Optimization ISBN: 9783319177465
Design of Intelligent Systems Based on Fuzzy Logic, Neural Networks and Nature-Inspired Optimization

Kernel selection is a main factor in the designing of support vector machines. Evolutionary techniques have been applied to select the fittest kernel for specific classification problems. However, technical issues emerge when attempting to apply this

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::0fb395305abed6a31ab59cd54d1a5f23
https://doi.org/10.1007/978-3-319-17747-2_10

How to Efficiently Solve Internet Shopping Optimization Problem with Price Sensitive Discounts?

Autor: Jacek Blazewicz, Pascal Bouvry, Mario C. Lopez, Jedrzej Musial, Hector J. Fraire, Johnatan E. Pecero

Publikováno v: ICE-B

In this paper we deal with the Internet Shopping Optimization Problem. An extended model that includes price sensitive discounts is considered. A set of algorithms to solve the Internet Shopping Optimization Problem with Price Sensitivity Discounts (

Externí odkaz: https://explore.openaire.eu/search/publication?articleId=doi_________::ca91d40cd0aefb84610f7ac4d520fa45
https://doi.org/10.5220/0005112602090215

A Multi-objective GRASP Algorithm for Joint Optimization of Energy Consumption and Schedule Length of Precedence-Constrained Applications.

Autor: Pecero, Johnatan E., Bouvry, Pascal, Huacuja, Hector J. Fraire, Khan, Samee U.

Publikováno v: 2011 IEEE Ninth International Conference on Dependable, Autonomic & Secure Computing (DASC); 2011, p510-517, 8p

EXACT AND HEURISTIC APPROACHES TO SOLVE THE INTERNET SHOPPING OPTIMIZATION PROBLEM WITH DELIVERY COSTS.

Autor: LOPEZ-LOCES, MARIO C., MUSIAL, JEDRZEJ, PECERO, JOHNATAN E., FRAIRE-HUACUJA, HECTOR J., BLAZEWICZ, JACEK, BOUVRY, PASCAL

Publikováno v: International Journal of Applied Mathematics & Computer Science; 2016, Vol. 26 Issue 2, p391-406, 16p