Revisiting Model-Agnostic Private Learning: Faster Rates and Active Learning.
Chong LiuYuqing ZhuKamalika ChaudhuriYu-Xiang WangPublished in: AISTATS (2021)
Keyphrases
- active learning
- learning process
- formal model
- experimental data
- learning scheme
- learning algorithm
- probabilistic model
- statistical model
- mathematical model
- learning models
- learning mechanism
- learning systems
- theoretical analysis
- supervised learning
- objective function
- high level
- hidden variables
- automatically learned
- learned models
- incremental learning
- conceptual model
- privacy preserving
- computational model
- em algorithm
- online learning
- management system
- pairwise