Mechanism Design for Cost Optimal PAC Learning in the Presence of Strategic Noisy Annotators.
Dinesh GargSourangshu BhattacharyaS. SundararajanShirish K. ShevadePublished in: UAI (2012)
Keyphrases
- pac learning
- mechanism design
- approximately optimal
- uniform distribution
- learning theory
- sample size
- classification noise
- game theory
- learning problems
- sample complexity
- incomplete information
- upper bound
- auction mechanisms
- average cost
- vc dimension
- combinatorial auctions
- noisy data
- learning tasks
- statistical queries
- labeled data
- budget constraints
- supervised learning
- cooperative