An algorithm to cluster data for efficient classification of support vector machines.
Der-Chiang LiYao-Hwei FangPublished in: Expert Syst. Appl. (2008)
Keyphrases
- support vector
- input data
- data sets
- preprocessing
- classification algorithm
- learning algorithm
- data reduction
- classification accuracy
- data points
- support vector machine svm
- classification method
- training data
- data analysis
- supervised learning
- cluster centers
- clustering analysis
- classification trees
- similarity matrix
- large scale data sets
- svm classifier
- data objects
- training samples
- multi class classification
- k means
- optimal solution
- cluster structure
- input space
- expectation maximization
- hierarchical clustering
- noisy data
- data clustering
- cross validation
- text classification
- support vector machine
- data streams
- data structure
- decision trees
- feature selection
- machine learning