Robust reductions from ranking to classification.
Maria-Florina BalcanNikhil BansalAlina BeygelzimerDon CoppersmithJohn LangfordGregory B. SorkinPublished in: Mach. Learn. (2008)
Keyphrases
- accurate classification
- classification accuracy
- ordinal data
- decision trees
- automatic classification
- pattern recognition
- image classification
- machine learning
- classification scheme
- data sets
- support vector
- feature selection
- classification process
- text classification
- training samples
- classification models
- classification algorithm
- classification method
- pattern classification
- ranking functions
- classification rules
- classification systems
- feature extraction
- link analysis
- learning to rank
- ranking algorithm
- support vector machine
- decision rules
- class labels
- computationally efficient
- unsupervised learning
- model selection
- feature vectors
- feature set
- supervised learning