Before revision: We propose a cumulative oversampling (CO) technique for Thompson Sampling (TS) that can be used to construct optimistic parameter estimates using significantly fewer samples from the posterior distributions compared to existing oversampling frameworks.
After revision: We propose a cumulative oversampling (CO) technique for Thompson Sampling (TS) to construct optimistic parameter estimates using significantly fewer samples from the posterior distributions compared to existing oversampling frameworks.