A Training Data Set Cleaning Method by Classification Ability Ranking for the $k$ -Nearest Neighbor Classifier.
Yidi WangZhibin PanYiwei PanPublished in: IEEE Trans. Neural Networks Learn. Syst. (2020)
Keyphrases
- classification method
- classification accuracy
- benchmark data sets
- support vector machine
- data sets
- classification process
- training phase
- ordinal data
- training set
- support vector machine svm
- feature extraction
- accurate classification
- pairwise
- support vector
- model selection
- similarity measure
- training process
- decision rules
- preprocessing
- classification scheme
- classification algorithm
- unsupervised learning
- roc curve
- machine learning methods
- cross validation
- training samples
- web search
- principal component analysis
- feature space
- objective function
- machine learning
- neural network