Batch Selection and Communication for Active Learning with Edge Labeling.
Victor CroisfeltShashi Raj PandeyOsvaldo SimeonePetar PopovskiPublished in: ICC Workshops (2024)
Keyphrases
- active learning
- batch mode
- sample selection
- active learning strategies
- random sampling
- batch mode active learning
- random selection
- selection strategy
- learning algorithm
- relevance feedback
- communication networks
- selection strategies
- edge information
- experimental design
- communication channels
- learning strategies
- online learning
- labeled data
- edge detection
- semi supervised
- learning process
- training set
- data sets
- selective sampling
- cost sensitive
- selection algorithm
- multiscale
- machine learning
- pool based active learning
- labeling effort
- communication protocol
- communication overhead
- edge map
- communication systems
- information sharing
- training examples
- text classification
- supervised learning
- training data
- social networks
- neural network