Towards Balanced Active Learning for Multimodal Classification.
Meng ShenYizheng HuangJianxiong YinHeqing ZouDeepu RajanSimon SeePublished in: ACM Multimedia (2023)
Keyphrases
- active learning
- classification accuracy
- selective sampling
- pattern classification
- incremental learning
- support vector
- feature vectors
- feature selection
- decision trees
- supervised learning
- classification models
- imbalanced class distribution
- training samples
- classification algorithm
- classification method
- multi modal
- feature extraction
- class imbalance
- training set
- feature space
- classification scheme
- pattern recognition
- random sampling
- text classification
- benchmark datasets
- support vector machine svm
- machine learning
- batch mode active learning
- image classification
- brain image analysis
- pairwise
- preprocessing
- imbalanced data classification
- rare class
- unsupervised learning
- hyperspectral image classification
- cost sensitive learning
- transfer learning
- machine learning algorithms
- model selection
- semi supervised
- support vector machine
- learning algorithm