Large Scale Classification with Support Vector Machine Algorithms.
Thanh-Nghi DoJean-Daniel FeketePublished in: ICMLA (2007)
Keyphrases
- support vector machine
- classification algorithm
- machine learning algorithms
- feature selection
- benchmark datasets
- svm classifier
- nearest neighbour
- multi class
- machine learning
- support vector machine svm
- machine learning methods
- generalization ability
- feature vectors
- pattern recognition
- classification accuracy
- optimization problems
- image classification
- high classification accuracy
- learning algorithm
- feature selection algorithms
- large scale data sets
- theoretical analysis
- support vector
- data sets
- computationally efficient
- dimensionality reduction
- worst case
- radial basis function
- significant improvement
- training set
- classification scheme
- classification systems
- feature space
- small sample
- svm classification
- terms of classification accuracy
- data structure
- dimension reduction methods