Feature selection for linear SVM with provable guarantees.
Saurabh PaulMalik Magdon-IsmailPetros DrineasPublished in: Pattern Recognit. (2016)
Keyphrases
- linear svm
- feature selection
- text categorization
- linear support vector machines
- support vector
- logistic regression
- approximation guarantees
- text classification
- support vector machine
- dimensionality reduction
- model selection
- classification accuracy
- hyperplane
- feature extraction
- knn
- support vectors
- information gain
- data sets
- pattern recognition
- linear model
- multi task
- naive bayes
- unsupervised learning
- feature set
- small number