The theoretical analysis demonstrates that EDIS displays decreased suboptimality in comparison to only using on line information or specifically reusing offline information. EDIS is actually a plug-in technique and may be combined with present procedures in offline-to-on line RL placing. By applying EDIS to off-the-shelf strategies Cal-QL and IQL,