Active Learning of Actions Based on Support Vector Machines.
Francisco Javier RuizAlbert SamàNúria AgellPublished in: CCIA (2012)
Keyphrases
- active learning
- support vector
- learning machines
- large margin classifiers
- training examples
- logistic regression
- binary classification
- machine learning
- cost sensitive
- selective sampling
- supervised learning
- learning algorithm
- plan recognition
- kernel function
- generalization ability
- kernel methods
- cross validation
- pool based active learning
- classification accuracy
- active learning strategies
- decision theoretic
- generalization error
- training set
- learning strategies
- semi supervised
- svm classifier
- learning process
- support vector machine
- data sets
- relevance feedback
- labeled data
- unlabeled data
- sample complexity
- feature selection
- loss function
- class imbalance
- reasoning about actions
- generalization bounds
- random sampling
- situation calculus
- pairwise