Tradeoff of generalization error in unsupervised learning.
Gilhan KimHojun LeeJunghyo JoYongjoo BaekPublished in: CoRR (2023)
Keyphrases
- generalization error
- unsupervised learning
- supervised learning
- model selection
- cross validation
- active learning
- binary classification
- upper bound
- training data
- training error
- classification error
- learning algorithm
- training set
- sample complexity
- linear classifiers
- semi supervised
- machine learning
- sample size
- target function
- generalization error bounds
- perceptron learning
- learning machines
- subspace information criterion
- conditional expectation
- learning problems
- computational complexity
- feature selection
- test set
- expectation maximization
- text classification
- dimensionality reduction
- training set size
- training samples
- artificial neural networks
- lower bound