Equivalence of Classification and Regression Under Support Vector Machine Theory.
Chunguo WuYanchun LiangXiaowei YangZhifeng HaoPublished in: ICNC (3) (2005)
Keyphrases
- support vector machine
- support vector
- support vector machine svm
- svm classifier
- svm classification
- classification algorithm
- feature vectors
- classification method
- regression problems
- statistical learning theory
- machine learning
- feature space
- multi class
- high classification accuracy
- pattern recognition
- decision boundary
- support vector regression
- feature selection
- small sample
- model selection
- text classification
- classification accuracy
- training set
- decision trees
- k nearest neighbour
- structural risk minimization
- classification models
- hyperplane
- multi class support vector machines
- dimension reduction
- radial basis function
- kernel methods
- soft margin
- regression algorithm
- knn
- classification and regression problems
- relevance vector machine
- rough sets
- standard svm
- decision function
- image classification
- class labels
- regression method
- pattern classification
- cost sensitive