Online learning algorithms: Methods and applications

In this research we study some online learning algorithms in the online convex optimization framework. Online learning algorithms make sequential decisions where there is no information about the future events in time. To measure the success of a decision there is a (bounded) cost for each decision, which is revealed after every time step. The...