Unsupervised Supervised Learning I: Estimating Classification and Regression Errors without Labels.
Pinar DonmezGuy LebanonKrishnakumar BalasubramanianPublished in: J. Mach. Learn. Res. (2010)
Keyphrases
- supervised learning
- class labels
- unsupervised learning
- supervised classification
- training data
- training set
- training examples
- active learning
- semi supervised
- supervised and unsupervised learning
- supervised machine learning
- machine learning
- semi supervised learning
- accurate classification
- training samples
- partially labeled data
- statistical learning
- learning algorithm
- pattern recognition
- classification accuracy
- labeled data
- supervised learning tasks
- classification algorithm
- learning problems
- support vector
- image classification
- model selection
- unlabeled data
- fully supervised
- reinforcement learning
- unsupervised clustering
- co training
- feature extraction
- classification and regression problems
- unsupervised classification
- decision boundary
- pairwise
- feature set
- feature vectors
- classification models
- learning tasks
- classification method
- cross validation
- machine learning algorithms
- dimensionality reduction