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Sales, inventory and operations planning (SIOP) is not merely an operational function; it's also a strategic lever for profitability.
In the paper "UCB-Type Learning Algorithms with Kaplan–Meier Estimator for Lost Sales Inventory Models with Lead Times," Lyu, Zhang, and Xin propose an upper confidence bound–type learning framework.