Mixed-Integer Linear Optimization Formulations for Feature Subset Selection in Kernel SVM Classification.
Ryuta TamuraYuichi TakanoRyuhei MiyashiroPublished in: IEICE Trans. Fundam. Electron. Commun. Comput. Sci. (2024)
Keyphrases
- svm classification
- feature subset selection
- mixed integer linear
- mathematical programming
- kernel function
- support vector machine
- feature selection
- support vector
- support vector machine svm
- feature subset
- classification accuracy
- svm classifier
- optimization algorithm
- selected features
- selection algorithm
- feature space
- image classification
- optimization problems
- multiclass classification
- linear programming
- classification method
- combinatorial optimization
- cross validation
- training set
- machine learning
- input space
- kernel methods
- optimization method
- class labels
- multi objective
- simulated annealing
- multi class