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The theoretical analysis demonstrates that EDIS reveals diminished suboptimality in comparison with exclusively making use of on the internet data or right reusing offline knowledge. EDIS is actually a plug-in approach and will be combined with current solutions in offline-to-on-line RL environment. By applying EDIS to off-the-shelf solutions Cal-Q