Robust Reductions from Ranking to Classification.
Maria-Florina BalcanNikhil BansalAlina BeygelzimerDon CoppersmithJohn LangfordGregory B. SorkinPublished in: COLT (2007)
Keyphrases
- pattern recognition
- classification accuracy
- support vector machine svm
- feature selection
- classification method
- accurate classification
- classification systems
- support vector
- machine learning algorithms
- supervised learning
- feature space
- training samples
- automatic classification
- classification scheme
- decision trees
- ordinal data
- svm classifier
- rotational invariant
- classification algorithm
- pattern classification
- data sets
- machine learning
- multi class
- feature vectors
- neural network
- class labels
- robust classification
- face recognition
- spam detection
- probability estimation
- classification process
- feature extraction
- classification models
- partial occlusion
- rough sets
- ranking functions
- model selection
- computationally efficient