Semi-Supervised Batch Active Learning Via Bilevel Optimization.
Zalán BorsosMarco TagliasacchiAndreas KrausePublished in: ICASSP (2021)
Keyphrases
- semi supervised
- active learning
- batch mode
- semi supervised learning
- unlabeled data
- concave convex procedure
- supervised learning
- labeled data
- multi view
- kernel machines
- pool based active learning
- unsupervised learning
- training set
- selective sampling
- learning algorithm
- learning strategies
- transfer learning
- multiple instance learning
- incremental learning
- random sampling
- optimization process
- optimization method
- semi supervised classification
- labeled examples
- optimization problems
- pairwise
- machine learning
- mathematical programming
- co training
- global optimization
- optimization algorithm
- convex programming
- relevance feedback
- experimental design
- data sets
- pairwise constraints
- training examples
- learning frameworks