Unsupervised Supervised Learning II: Margin-Based Classification without Labels.
Krishnakumar BalasubramanianPinar DonmezGuy LebanonPublished in: AISTATS (2011)
Keyphrases
- supervised learning
- class labels
- unsupervised learning
- supervised classification
- training examples
- training set
- unlabeled data
- training data
- generalization error
- semi supervised
- labeled data
- accurate classification
- machine learning
- supervised machine learning
- statistical learning
- learning algorithm
- active learning
- semi supervised learning
- training samples
- pairwise
- learning tasks
- supervised and unsupervised learning
- decision trees
- supervised training
- fully supervised
- co training
- partially labeled data
- classification method
- pattern recognition
- multi class
- learning problems
- partially supervised
- binary classifiers
- pairwise constraints
- unsupervised clustering
- support vector machine
- unsupervised classification
- classification accuracy
- discriminative learning
- feature extraction
- feature vectors
- generalization ability
- multiple instance learning
- feature selection algorithms