Feature selection for the SVM: An application to hypertension diagnosis.
Chao-Ton SuChien-Hsin YangPublished in: Expert Syst. Appl. (2008)
Keyphrases
- feature selection
- support vector
- cardiovascular disease
- support vector machine
- support vector machine svm
- selected features
- knn
- multi class
- svm classification
- medical diagnosis
- svm rfe
- fault diagnosis
- svm classifier
- text categorization
- text classification
- mutual information
- feature extraction
- feature space
- bayes classifier
- classification accuracy
- gene selection
- machine learning
- small sample
- feature selection algorithms
- high dimensionality
- feature set
- feature weighting
- feature ranking
- feature subset
- cancer diagnosis
- k nearest neighbor
- risk factors
- blood pressure
- high dimension
- model selection
- classification performances
- standard svm
- naive bayes
- kernel function
- logistic regression
- classification models
- training data
- linear svm
- classification algorithm
- feature reduction
- multi task
- generalization ability
- method for feature selection
- microarray data