MI-Winnow: A New Multiple-Instance Learning Algorithm.
Sharath R. CholletiSally A. GoldmanRouhollah RahmaniPublished in: ICTAI (2006)
Keyphrases
- multiple instance
- localized content based image retrieval
- learning problems
- multiple instance learning
- learning algorithm
- axis parallel rectangles
- supervised learning
- diverse density
- machine learning algorithms
- sample complexity
- learning tasks
- machine learning
- maximum margin
- perceptron algorithm
- semi supervised learning
- learning dnf
- relational learning
- multi class
- linear threshold
- kernel methods
- training examples
- real valued
- reinforcement learning
- pac learning
- training data
- concept learning
- training samples
- learning process
- image annotation
- unsupervised learning
- winnow algorithm
- upper bound
- active learning
- generalization error
- multi task
- learning models
- class labels
- unlabeled data
- mistake bound
- multi modal
- semi supervised