The theoretical analysis demonstrates that EDIS exhibits decreased suboptimality when compared to entirely utilizing on line details or directly reusing offline information. EDIS is really a plug-in technique and may be coupled with existing approaches in offline-to-on the web RL environment. By employing EDIS to off-the-shelf methods Cal-QL and IQ