Incentivizing Collaboration in Machine Learning via Synthetic Data Rewards.
Sebastian Shenghong TayXinyi XuChuan Sheng FooBryan Kian Hsiang LowPublished in: AAAI (2022)
Keyphrases
- synthetic data
- machine learning
- reinforcement learning
- real world
- real image data
- markov decision processes
- pattern recognition
- machine learning algorithms
- mri data
- learning problems
- active learning
- multiarmed bandit
- inductive learning
- information extraction
- feature selection
- data mining
- computer science
- database
- learning tasks
- machine learning approaches
- data analysis
- information sharing
- collaborative environment
- semi supervised learning
- knowledge acquisition
- text classification
- collaborative learning
- knowledge management
- bandit problems
- learning algorithm
- synthetic datasets
- decision trees
- computer vision
- knowledge sharing
- machine learning methods
- semi automatic
- learning systems
- natural language
- text mining
- supervised learning