Lex-SVM: Exploring the Potential of exon Expression Profiling for Disease Classification.
Xiongying YuanYi ZhaoChangning LiuDongbo BuPublished in: J. Bioinform. Comput. Biol. (2011)
Keyphrases
- support vector machine svm
- support vector
- support vector machine
- classification algorithm
- classification method
- feature selection
- svm classifier
- feature vectors
- pattern recognition
- machine learning
- svm classification
- generalization ability
- classification accuracy
- knn
- feature space
- multi class
- pattern classification
- high classification accuracy
- multiclass support vector machines
- image classification
- fuzzy support vector machine
- training set
- decision boundary
- partially supervised
- unbalanced data
- feature extraction
- decision trees
- improves the classification accuracy
- multi class svm
- text classification
- feature set
- disease diagnosis
- data sets
- k nearest neighbor
- histogram intersection kernel
- support vector machine classifiers
- feature ranking
- fold cross validation
- supervised learning
- radial basis function
- machine learning algorithms