Advances in Instance Selection for Instance-Based Learning Algorithms.
Henry BrightonChris MellishPublished in: Data Min. Knowl. Discov. (2002)
Keyphrases
- instance based learning algorithms
- instance selection
- instance based learning
- nearest neighbor
- text classification
- multi class
- multiple instance learning
- data reduction
- classification accuracy
- knn
- semi supervised learning
- recent advances
- supervised learning
- high dimensional data
- knowledge discovery and data mining
- feature selection
- evaluation criteria
- noise tolerant
- co training
- data points
- training set
- preprocessing
- data distribution
- singular value decomposition
- concept drift
- unlabeled data
- text mining
- semi supervised