Geometry and Stability of Supervised Learning Problems.
Facundo MémoliBrantley VoseRobert C. WilliamsonPublished in: CoRR (2024)
Keyphrases
- learning problems
- supervised learning
- learning algorithm
- multiple instance
- learning tasks
- machine learning
- semi supervised learning
- binary classification
- kernel methods
- semi supervised
- machine learning algorithms
- sample complexity
- unsupervised learning
- computational learning theory
- statistical learning theory
- reinforcement learning
- training data
- pac learning
- multi task learning
- supervised classification
- active learning
- decision trees
- kernel based learning
- unlabeled data
- training examples
- generalization error
- image classification
- support vector machine
- prior knowledge
- object recognition
- information retrieval