Improved Adaptive Algorithm for Scalable Active Learning with Weak Labeler.
Yifang ChenKarthik Abinav SankararamanAlessandro LazaricMatteo PirottaDmytro KaramshukQifan WangKarishma MandyamSinong WangHan FangPublished in: CoRR (2022)
Keyphrases
- improved algorithm
- active learning
- single pass
- learning algorithm
- detection algorithm
- optimization algorithm
- cost function
- np hard
- computational cost
- linear programming
- times faster
- matching algorithm
- worst case
- experimental evaluation
- optimal solution
- selection algorithm
- dynamic programming
- significant improvement
- particle swarm optimization
- expectation maximization
- segmentation algorithm
- search space
- preprocessing
- clustering method
- convergence rate
- high accuracy
- simulated annealing
- probabilistic model
- computational complexity
- similarity measure