Instance and Feature Selection Using Fuzzy Rough Sets: A Bi-Selection Approach for Data Reduction.
Xiao ZhangChanglin MeiJinhai LiYanyan YangTing QianPublished in: IEEE Trans. Fuzzy Syst. (2023)
Keyphrases
- data reduction
- feature selection
- fuzzy rough sets
- attribute reduction
- instance selection
- data compression
- rough set theory
- rough sets
- high dimensionality
- classification accuracy
- model selection
- dimensionality reduction
- data analysis
- classification rules
- preprocessing
- knowledge discovery
- text categorization
- fuzzy sets
- data sets
- text classification
- fuzzy relations
- nearest neighbor
- data mining
- naive bayes
- feature set
- knn
- control system
- feature extraction
- labeled data
- k nearest neighbor
- data quality
- granular computing
- feature space
- information retrieval