Feature Selection with Weighted Ensemble Ranking for Improved Classification Performance on the CSE-CIC-IDS2018 Dataset.
László GöcsZsolt Csaba JohanyákPublished in: Comput. (2023)
Keyphrases
- feature selection
- feature ranking
- feature set
- classification accuracy
- accurate classification
- wrapper feature selection
- classification models
- support vector
- fold cross validation
- text classification
- high dimensionality
- support vector machine
- machine learning
- microarray datasets
- feature extraction
- feature selection and classification
- ensemble classifier
- final classification
- feature selection algorithms
- ensemble classification
- random forest
- feature subset
- intrusion detection system
- feature space
- benchmark datasets
- unsupervised learning
- training dataset
- individual features
- ensemble learning
- information gain
- imbalanced data
- support vector machine svm
- k nearest neighbour
- regression problems
- discriminative features
- training set
- feature vectors
- model selection
- method for feature selection
- neural network
- redundant features
- classification performances
- multiple classifiers
- irrelevant features
- dimensionality reduction
- decision trees
- majority voting
- training data
- generalization ability
- intrusion detection
- multi class
- image classification
- ensemble methods
- microarray data
- machine learning methods
- class labels