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The theoretical analysis demonstrates that EDIS reveals lessened suboptimality when compared to exclusively making use of on-line facts or straight reusing offline knowledge. EDIS is really a plug-in solution and may be coupled with present techniques in offline-to-on the web RL location. By employing EDIS to off-the-shelf solutions Cal-QL and IQL,