Learning Optimal and Fair Policies for Online Allocation of Scarce Societal Resources from Data Collected in Deployment.
Bill TangÇagil KoçyigitEric RicePhebe VayanosPublished in: CoRR (2023)
Keyphrases
- prior knowledge
- data collection
- data sets
- online learning
- image data
- collected data
- database
- learning algorithm
- learning tasks
- data sources
- knowledge discovery
- training data
- background knowledge
- data processing
- computing resources
- information resources
- raw data
- spatial data
- learning systems
- social networks
- data analysis
- learning process
- high dimensional
- supervised learning
- probability distribution
- resource allocation
- dynamic programming
- active learning
- data quality
- data mining