Deep Nonparametric Estimation of Intrinsic Data Structures by Chart Autoencoders: Generalization Error and Robustness.
Hao LiuAlex HavrillaRongjie LaiWenjing LiaoPublished in: CoRR (2023)
Keyphrases
- generalization error
- nonparametric estimation
- data structure
- cross validation
- upper bound
- model selection
- active learning
- learning algorithm
- classification error
- sample size
- training set
- training data
- sample complexity
- training error
- target function
- supervised learning
- denoising
- generalization error bounds
- conditional expectation
- data sets
- subspace information criterion
- np hard
- lower bound
- decision trees
- machine learning
- neural network