Online Harmonizing Gradient Descent for Imbalanced Data Streams One-Pass Classification.
Han ZhouHongpeng YinXuanhong DengYuyu HuangPublished in: IJCAI (2023)
Keyphrases
- data streams
- classification accuracy
- online learning
- decision trees
- pattern recognition
- data sets
- imbalanced data sets
- class imbalance
- pattern classification
- machine learning methods
- feature space
- real time
- objective function
- feature vectors
- margin maximization
- streaming data
- cost sensitive
- machine learning
- classification method
- sliding window
- loss function
- benchmark datasets
- support vector machine svm
- text classification
- sensor networks
- cost function
- naive bayes
- decision rules
- image classification
- feature selection
- change detection
- high dimensionality
- supervised learning
- classification models
- neural network
- support vector machine
- support vector
- anytime classification