论文:<<Real Time Bid Optimization with Smooth Budget Delivery in Online Advertising>>

介绍两个部分:

1、预估未来消耗率

2、基于消耗率和先验分布来挑选展现和调整bid

pacing-rate=bids/reqs

 

1、预估未来消耗率:pacing-rate

迭代计算:

pacing-rate(t+1) = pacing_rate(t)*reqs(t)*win_rate(t)/(reqs(t+1)*win_rate(t+1)) * S(t)/S(t+1)