Before revision:  We use the techniques from context bandit to jointly learn the advertisers' marketing objectives and the recommending strategies. Online evaluations show that the designed advertising strategy recommender system can optimize the advertisers' advertising performance and increase the platform's revenue.
After revision:  We use the techniques from context bandit to jointly learn the advertisers' preferences and maximize the recommendation adoption, simultaneously.