Stability Based Generalization Bounds for Exponential Family Langevin Dynamics.
Arindam BanerjeeTiancong ChenXinyan LiYingxue ZhouPublished in: ICML (2022)
Keyphrases
- exponential family
- generalization bounds
- data dependent
- learning theory
- generalization ability
- maximum likelihood
- model selection
- graphical models
- mixture model
- closed form
- density estimation
- statistical models
- ranking algorithm
- learning problems
- missing values
- linear classifiers
- vc dimension
- ranking functions
- probability density function
- machine learning
- learning algorithm
- partial differential equations
- cross validation
- feature extraction