Data reduction based on NN-kNN measure for NN classification and regression.
Shuang AnQinghua HuChangzhong WangGe GuoPiyu LiPublished in: Int. J. Mach. Learn. Cybern. (2022)
Keyphrases
- knn
- data reduction
- k nearest neighbour
- k nearest neighbor
- nearest neighbor
- classification algorithm
- classification method
- support vector machine svm
- classification rules
- nearest neighbour
- feature selection
- text classification
- classification accuracy
- text categorization
- support vector machine
- data compression
- knn algorithm
- model selection
- knn classifier
- distance function
- knn classification
- neural network
- preprocessing
- high dimensionality
- machine learning
- representative subset
- support vector
- feature extraction
- data analysis
- similarity measure
- input space
- compression algorithm
- data sets
- face recognition
- pattern recognition
- genetic programming
- high dimensional
- knowledge discovery
- multi class
- supervised learning
- distance measure