Mutual information-based filter hybrid feature selection method for medical datasets using feature clustering.
Sadegh AsghariHossein NematzadehEbrahim AkbariHomayun MotameniPublished in: Multim. Tools Appl. (2023)
Keyphrases
- clustering method
- feature selection
- mutual information
- feature set
- unsupervised learning
- objective function
- hierarchical clustering
- classification accuracy
- discriminative features
- preprocessing
- similarity measure
- synthetic and real datasets
- input features
- machine learning
- feature weighting
- irrelevant features
- unsupervised feature selection
- distance metric
- support vector machine svm
- support vector machine
- clustering algorithm
- fuzzy clustering
- feature subset
- multi class
- face recognition
- high dimensional datasets
- neural network
- data pre processing
- redundant features
- feature importance
- method for feature selection
- supervised feature selection