Probabilistic Offline Policy Ranking with Approximate Bayesian Computation.
Longchao DaPorter JenkinsTrevor SchwantesJeffrey DotsonHua WeiPublished in: AAAI (2024)
Keyphrases
- bayesian networks
- posterior probability
- efficient computation
- ranking algorithm
- exact computation
- web search
- probabilistic model
- generative model
- real time
- maximum likelihood
- efficiently computing
- learning to rank
- data driven
- optimal policy
- link analysis
- bayesian learning
- learning algorithm
- probabilistic logic
- uncertain data
- ranking functions
- exact solution
- gaussian processes
- prior probabilities
- policy evaluation
- test collection
- quality guarantees