Generating Balanced Classifier-Independent Training Samples from Unlabeled Data.
Youngja ParkZijie QiSuresh ChariIan M. MolloyPublished in: PAKDD (1) (2012)
Keyphrases
- training samples
- unlabeled data
- training set
- supervised learning
- training data
- labeled data
- semi supervised learning
- learning algorithm
- labeled training data
- semi supervised
- co training
- training examples
- labeled and unlabeled data
- decision boundary
- active learning
- class distribution
- unlabeled samples
- test sample
- class labels
- text categorization
- labeled examples
- feature space
- hyperplane
- labeled samples
- data sets
- semi supervised classification
- target domain
- data points
- machine learning
- ensemble learning
- training dataset
- binary classifiers
- classification accuracy
- text classification
- label propagation
- prior knowledge
- support vector machine
- nearest neighbor
- reinforcement learning
- discriminative information
- unsupervised learning
- face images
- decision trees
- multiple instance learning
- weak classifiers
- positive examples
- test data
- transfer learning
- classification algorithm
- high dimensional
- e learning
- small number
- training instances
- kernel matrix
- face recognition
- support vectors
- base classifiers