Evaluating Active Learning with Cost and Memory Awareness.
Dmitry DuplyakinJed BrownDonna CalhounPublished in: IPDPS (2018)
Keyphrases
- active learning
- active learning strategies
- cost sensitive
- storage overhead
- high cost
- memory requirements
- computing power
- total cost
- cost sensitive learning
- internal memory
- semi supervised
- expected loss
- supervised learning
- random sampling
- limited memory
- database
- pruning power
- memory space
- memory usage
- learning strategies
- training examples
- semi supervised learning
- labeled data
- learning process
- real time