An Online Unsupervised Streaming Features Selection Through Dynamic Feature Clustering.
Xuyang YanAbdollah HomaifarMrinmoy SarkarBenjamin LarteyKishor Datta GuptaPublished in: IEEE Trans. Artif. Intell. (2023)
Keyphrases
- selecting features
- feature set
- unsupervised feature selection
- feature vectors
- image features
- significant features
- feature values
- online learning
- binary features
- additional features
- clustering method
- unsupervised learning
- feature interactions
- feature importance
- redundant features
- clustering algorithm
- invariant features
- feature extraction
- real time
- feature weights
- k means
- individual features
- unsupervised classification
- irrelevant features
- pointwise mutual information
- multiple features
- low level
- feature representation
- feature subset
- hierarchical clustering
- feature detectors
- selection criterion
- data streams
- high dimensionality
- data points
- dynamic environments
- data sets
- predictive features
- feature space
- co occurrence
- cluster analysis
- selection scheme
- supervised classification
- unsupervised manner
- spatial features
- feature maps