A new filter feature selection algorithm for classification task by ensembling pearson correlation coefficient and mutual information.
Huanhuan GongYanying LiJiaoni ZhangBaoshuang ZhangXialin WangPublished in: Eng. Appl. Artif. Intell. (2024)
Keyphrases
- mutual information
- feature selection algorithms
- feature selection
- sequential forward
- selection criterion
- irrelevant features
- classification accuracy
- feature set
- pearson correlation coefficient
- imbalanced datasets
- decision trees
- support vector
- pattern recognition
- classification models
- support vector machine
- selection algorithm
- machine learning
- feature subset selection
- classification method
- feature extraction
- similarity measure
- text classification
- data sets
- pairwise
- feature subset
- support vector machine svm
- model selection
- simulated annealing
- collaborative filtering
- supervised learning
- image registration
- unsupervised learning
- terms of classification accuracy
- computer vision
- social networks
- image classification