Influence of Positive Instances on Multiple Instance Support Vector Machines.
Nuno Barroso MonteiroJoão Pedro BarretoJosé António GasparPublished in: ROBOT (2) (2015)
Keyphrases
- multiple instance
- single instance
- support vector
- multiple instance learning
- positive bags
- instance level
- learning machines
- maximum margin
- learning problems
- diverse density
- concept learning
- regression problems
- real valued
- semi supervised learning
- kernel methods
- positive and negative
- kernel function
- classification accuracy
- cross validation
- supervised learning
- support vectors
- learning tasks
- training examples
- semi supervised
- generalization ability
- hyperplane
- relational learning
- learning algorithm
- machine learning algorithms
- genetic programming
- multi class
- training data
- feature selection