Abstract: Highlights•Propose a new problem influence efficiency maximization which take propagation time delay into consideration.•Prove the proposed problem is NP-hard and the computation of influence efficiency is #P-hard under independent cascade model.•Prove the influence efficiency function is submodular under independent cascade model.•Propose an efficient algorithm called RES to solve this problem.
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