Classification in Dynamic Data Streams With a Scarcity of Labels.
Conor FahyShengxiang YangMario GongoraPublished in: IEEE Trans. Knowl. Data Eng. (2023)
Keyphrases
- data streams
- classification accuracy
- concept drift
- pattern recognition
- class labels
- data stream classification
- data sets
- training set
- pattern classification
- classification scheme
- classification method
- preprocessing
- automatic classification
- streaming data
- classification models
- multi label classification
- high level declarative
- classification algorithm
- data distribution
- high dimensionality
- supervised learning
- dynamic environments
- unsupervised learning
- model selection
- neural network
- pairwise
- supervised classifiers
- stream data
- supervised classification
- text categorization
- naive bayes
- incremental learning
- training examples
- outlier detection
- multi label