Mutual Information-Based Fair Active Learning.
Ryosuke SonodaRamya SrinivasanPublished in: ICASSP (2024)
Keyphrases
- active learning
- mutual information
- image registration
- training set
- random sampling
- selective sampling
- semi supervised
- machine learning
- learning strategies
- training examples
- labeled data
- learning algorithm
- supervised learning
- pool based active learning
- experimental design
- relevance feedback
- semi supervised learning
- cost sensitive
- annotation effort
- sample selection
- multi unit combinatorial auctions
- information retrieval
- class imbalance
- active learning strategies
- neural network
- imbalanced data classification
- expected loss
- batch mode
- unlabeled data
- upper bound
- learning process