Optimal sampling in unbiased active learning.
Henrik ImbergJohan JonassonMarina Axelson-FiskPublished in: AISTATS (2020)
Keyphrases
- active learning
- random sampling
- sampling strategies
- sample selection
- active sampling
- worst case
- sampling strategy
- optimal design
- optimal strategy
- crowd sourced
- expected loss
- selective sampling
- sampling methods
- information retrieval
- feature subset
- monte carlo
- supervised learning
- dynamic programming
- optimal solution
- learning algorithm