Feature Selection for SVMs.
Jason WestonSayan MukherjeeOlivier ChapelleMassimiliano PontilTomaso A. PoggioVladimir VapnikPublished in: NIPS (2000)
Keyphrases
- feature selection
- support vector
- selected features
- microarray classification
- support vector machine
- text categorization
- multi class
- mutual information
- feature ranking
- text classification
- machine learning
- classification accuracy
- bayes classifier
- high dimensionality
- method for feature selection
- feature weighting
- svm rfe
- sparse kernel
- feature selection algorithms
- information gain
- dimensionality reduction
- feature set
- model selection
- multi task
- irrelevant features
- linear svm
- svm classifier
- cross validation
- microarray data
- kernel function
- multi class classification
- small sample
- gene selection
- high dimension
- class imbalance
- single feature
- knn
- feature space
- decision trees
- training support vector machines