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AI vs. Human Buyers: A Study of Alibaba's Inventory Replenishment System

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References

1959Studies in Mathematical Theory of Inventory and Production696 cited
2021A Deep Q-Network for the Beer Game: Deep Reinforcement Learning for Inventory Optimization242 cited
2022Can Deep Reinforcement Learning Improve Inventory Management? Performance on Lost Sales, Dual-Sourcing, and Multi-Echelon Problems206 cited
2020A Practical End-to-End Inventory Management Model with Deep Learning178 cited
2008Asymptotic Optimality of Order-Up-To Policies in Lost Sales Inventory Systems127 cited
2016Asymptotic Optimality of Constant-Order Policies for Lost Sales Inventory Models with Large Lead Times91 cited
2021Eliciting Human Judgment for Prediction Algorithms88 cited
2006Brown's original fictitious play85 cited
2016Optimality Gap of Constant-Order Policies Decays Exponentially in the Lead Time for Lost Sales Models70 cited
2020Technical Note—Understanding the Performance of Capped Base-Stock Policies in Lost-Sales Inventory Models36 cited
2021On a Deterministic Approximation of Inventory Systems with Sequential Service-Level Constraints24 cited

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2024The government intervention effects on panic buying behavior based on online comment data mining: a case study of COVID-19 in Hubei Province, China7 cited

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