Soft-Margin SVM Incorporating Feature Selection Using Improved Elitist GA for Arrhythmia Classification.
Vinod Jagannath KadamSamir S. YadavShivajirao Manikrao JadhavPublished in: ISDA (2) (2018)
Keyphrases
- soft margin
- support vector
- feature selection
- support vector machine
- generalization ability
- support vector machine svm
- svm classifier
- classification accuracy
- parameter selection
- support vectors
- machine learning
- feature space
- evolutionary algorithm
- classification method
- classification models
- multi class
- text classification
- high dimensionality
- large margin classifiers
- svm classification
- training set
- classification algorithm
- generalization error
- multi class classification
- model selection
- knn
- text categorization
- class conditional
- loss function
- cross validation
- genetic algorithm ga
- kernel function
- feature extraction
- feature set
- multi objective
- k nearest neighbor
- genetic algorithm
- training data
- boosting algorithms
- text classifiers
- supervised learning
- decision boundary
- nearest neighbor
- linear classifiers
- dimensionality reduction
- image classification
- pattern recognition
- hyperplane
- feature subset
- benchmark datasets