Information-Theoretic Characterization of the Generalization Error for Iterative Semi-Supervised Learning.
Haiyun HeHanshu YanVincent Y. F. TanPublished in: J. Mach. Learn. Res. (2022)
Keyphrases
- information theoretic
- generalization error
- semi supervised learning
- supervised learning
- active learning
- training data
- labeled data
- semi supervised
- unlabeled data
- mutual information
- learning algorithm
- cross validation
- unsupervised learning
- binary classification
- model selection
- training set
- linear classifiers
- upper bound
- learning problems
- machine learning
- training examples
- sample size
- manifold regularization
- text categorization
- class labels
- random sampling
- learning tasks
- lower bound
- image processing
- classification accuracy
- reinforcement learning
- decision trees
- training samples
- computer vision
- learning process