Batch greedy maximization of non-submodular functions: Guarantees and applications to experimental design.
Jayanth Jagalur-MohanYoussef M. MarzoukPublished in: CoRR (2020)
Keyphrases
- experimental design
- submodular functions
- greedy algorithm
- objective function
- active learning
- empirical studies
- experimental designs
- feature selection
- dynamic programming
- worst case
- machine learning
- sample size
- theoretical guarantees
- facility location problem
- evolutionary algorithm
- class imbalance
- virtual learning environments
- energy function
- learning strategies
- pairwise
- image processing
- data mining