Abstract: Highlights•The idea based on region partition of items for solving 0-1 knapsack problem.•Greedy degree algorithm for putting some items into knapsack early.•Dynamic expectation efficiency model for obtaining the candidate objective function value.•Static expectation efficiency model for updating the objective function value.•The proposed algorithm in this paper has correctness, feasibility, effectiveness, and stability.
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