Importance Analysis Method Application for Feature Selection in a Classification.
Elena ZaitsevaVitaly G. LevashenkoSergey A. StankevichAnargul BekenovaPublished in: ICSRS (2023)
Keyphrases
- feature selection
- classification accuracy
- method for feature selection
- classification method
- support vector machine svm
- support vector machine
- unsupervised learning
- classification algorithm
- classification process
- preprocessing
- pattern classification
- benchmark data sets
- objective function
- feature set
- mutual information
- discriminative features
- machine learning methods
- cross validation
- feature vectors
- pairwise
- decision trees
- dimension reduction
- feature selection and classification
- support vector
- informative features
- accuracy rate
- classification scheme
- text classification
- accurate classification
- training data
- irrelevant features
- data pre processing
- correspondence analysis
- support vector classification
- conditional mutual information
- feature extraction
- feature weighting
- selected features
- extracted features
- feature selection algorithms
- data analysis
- high dimensionality
- machine learning
- clustering method