A Texture-based Classification Method for Proteins in Two-Dimensional Electrophoresis Gel Images - A Feature Selection Method using Support Vector Machines and Genetic Algorithms

2013 ◽  
Keyword(s):  
Genetic Algorithms ◽  
Feature Selection ◽  
Support Vector Machines ◽  
Feature Selection Method ◽  
Selection Method ◽  
Support Vector ◽  
Two Dimensional ◽  
Two Dimensional Electrophoresis ◽  
Vector Machines ◽  
Dimensional Electrophoresis

scholarly journals Probabilistic Adaptive Crossover Applied to Chilean Wine Classification

2013 ◽  
Vol 2013 ◽  
pp. 1-10 ◽  
Author(s):  
M. A. Duarte-Mermoud ◽  
N. H. Beltrán ◽  
S. A. Salah
Keyword(s):  
Genetic Algorithms ◽  
Feature Selection ◽  
Feature Selection Method ◽  
Standard Technique ◽  
Selection Method ◽  
Support Vector ◽  
Probability Vector ◽  
Linear Discriminant ◽  
Vector Machines ◽  
Adaptive Crossover

Recently, a new crossover technique for genetic algorithms has been proposed. The technique, called probabilistic adaptive crossover (PAX), includes the estimation of the probability distribution of the population, storing the information regarding the best and the worst solutions of the problem being solved in a probability vector. The use of the proposed technique to face Chilean wine classification based on chromatograms obtained from an HPLC is reported in this paper. PAX is used in the first stage as the feature selection method and then support vector machines (SVM) and linear discriminant analysis (LDA) are used as classifiers. The results are compared with those obtained using the uniform (discrete) crossover standard technique and a variant of PAX called mixed crossover.

scholarly journals Burned Area Mapping Using Support Vector Machines and the FuzCoC Feature Selection Method on VHR IKONOS Imagery

2014 ◽  
Vol 6 (12) ◽  
pp. 12005-12036 ◽  
Author(s):  
Eleni Dragozi ◽  
Ioannis Gitas ◽  
Dimitris Stavrakoudis ◽  
John Theocharis
Keyword(s):  
Feature Selection ◽  
Support Vector Machines ◽  
Feature Selection Method ◽  
Selection Method ◽  
Burned Area ◽  
Support Vector ◽  
Vector Machines ◽  
Burned Area Mapping
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