A straightforward SVM approach for classification with constraints.
Abdenour BounsiarPierre BeauseroyEdith Grall-MaësPublished in: EUSIPCO (2005)
Keyphrases
- support vector machine svm
- support vector
- support vector machine
- classification algorithm
- classification method
- svm classifier
- pattern recognition
- improves the classification accuracy
- feature vectors
- feature selection
- generalization ability
- multiclass support vector machines
- feature space
- training set
- classification scheme
- classification models
- machine learning
- feature extraction
- fold cross validation
- support vector machine classifiers
- structured output
- svm classification
- multi class classification
- document classification
- supervised learning
- cost sensitive
- classification accuracy
- training process
- unbalanced data
- hyperplane
- image classification
- fuzzy support vector machine
- partially supervised
- classification performances
- high classification accuracy
- standard svm
- data sets
- k nearest neighbor
- text classifiers
- decision boundary