Unsupervised Supervised Learning II: Margin-Based Classification Without Labels.
Krishnakumar BalasubramanianPinar DonmezGuy LebanonPublished in: J. Mach. Learn. Res. (2011)
Keyphrases
- supervised learning
- class labels
- unsupervised learning
- supervised classification
- training data
- training set
- training examples
- unlabeled data
- semi supervised
- supervised and unsupervised learning
- generalization error
- machine learning
- semi supervised learning
- active learning
- learning problems
- accurate classification
- supervised machine learning
- labeled data
- pattern recognition
- training samples
- learning tasks
- decision trees
- multi label
- statistical learning
- supervised learning tasks
- learning algorithm
- classification accuracy
- model selection
- co training
- pairwise constraints
- label information
- unsupervised classification
- pairwise
- classification scheme
- multi label classification
- maximum margin
- fully supervised
- reinforcement learning
- support vector
- discriminative learning
- classification algorithm
- multi class
- image classification
- classification models
- cost sensitive
- pattern classification
- support vector machine svm