The problems of online pricing with offline data, or other similar general online decision making with offline data problems, have observed increasing interests especially in operational research. To evaluate pricing policies when offline data are available, the decision maker can either...

We consider the problem of online pricing with offline data, where the decision maker has in hand pre-existed offline data and then takes online sequential actions to maximize expected cumulative revenue as well as learning the optimal pricing. We focus on a simple and specific problem setting...