Poisson Reweighted Laplacian Uncertainty Sampling for Graph-Based Active Learning.
Kevin MillerJeff CalderPublished in: SIAM J. Math. Data Sci. (2023)
Keyphrases
- uncertainty sampling
- active learning
- semi supervised
- experimental design
- cost sensitive
- random sampling
- query by committee
- training examples
- labeled data
- unlabeled data
- learning algorithm
- ensemble members
- supervised learning
- semi supervised learning
- training set
- learning strategies
- learning process
- graph model
- machine learning
- logistic regression
- maximum entropy
- naive bayes
- learning environment
- generalization error
- probability estimates
- classification accuracy
- data sets