Active learning support vector machines to classify imbalanced reservoir simulation data.
Tina YuPublished in: IJCNN (2010)
Keyphrases
- simulation data
- active learning
- support vector
- learning machines
- large margin classifiers
- class imbalance
- training examples
- numerical simulations
- imbalanced data classification
- support vector machine
- generalization error
- binary classification
- feature selection
- learning algorithm
- learning strategies
- kernel function
- data sets
- version space
- imbalanced class distribution
- training set
- semi supervised
- logistic regression
- supervised learning
- generalization ability
- loss function
- selective sampling
- sample complexity
- learning process
- random sampling
- rare class
- kernel methods
- cross validation
- gene expression data
- unlabeled data
- machine learning
- imbalanced data
- data mining
- database
- multi class classification
- training data
- class distribution
- hyperplane
- multispectral
- semi supervised learning