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