A Preliminary Study on the Use of Fuzzy Rough Set Based Feature Selection for Improving Evolutionary Instance Selection Algorithms.
Joaquín DerracChris CornelisSalvador GarcíaFrancisco HerreraPublished in: IWANN (1) (2011)
Keyphrases
- instance selection
- feature selection
- feature and instance selection
- nearest neighbor
- text classification
- data reduction
- genetic algorithm
- classification accuracy
- machine learning
- learning algorithm
- feature extraction
- pairwise
- knowledge discovery and data mining
- multiple instance learning
- databases
- rough sets
- text categorization
- fuzzy sets
- classification rules
- fuzzy logic
- labeled data
- feature set
- multi class
- knowledge discovery
- active learning
- feature vectors
- information retrieval
- neural network