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Data-driven inventory policy: Learning from sequentially observed non-stationary data · Study

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ArticleData-driven inventory policy: Learning from sequentially observed non-stationary data

Ke Ren2023

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Articlebronze2023

Data-driven inventory policy: Learning from sequentially observed non-stationary data

Ke Ren · Hoda Bidkhori · Zuo‐Jun Max Shen

11 citations·0/0 files stored·Omega

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Supply Chain and Inventory Management Forecasting Techniques and Applications Optimization and Search Problems

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References

2015Data-Driven Distributionally Robust Optimization Using the Wasserstein Metric: Performance Guarantees and Tractable Reformulations 2000Quantifying the Bullwhip Effect in a Simple Supply Chain: The Impact of Forecasting, Lead Times, and Information 1999A Single-Item Inventory Model for a Nonstationary Demand Process 1993Inventory Control in a Fluctuating Demand Environment 2006The Optimizer’s Curse: Skepticism and Postdecision Surprise in Decision Analysis 2007Provably Near-Optimal Sampling-Based Policies for Stochastic Inventory Control Models 1997Optimality of ( s , S ) Policies in Inventory Models with Markovian Demand 2015The Data-Driven Newsvendor Problem: New Bounds and Insights

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2020Confidence Intervals for Data-Driven Inventory Policies with Demand Censoringarticle · 10 shared references 2021Marrying Stochastic Gradient Descent with Bandits: Learning Algorithms for Inventory Systems with Fixed Costsarticle · 9 shared references 2015The Big Data Newsvendor: Practical Insights from Machine Learningpreprint · 8 shared references 2019Quantile forecasting and data-driven inventory management under nonstationary demandarticle · 8 shared references 2020Data‐driven research in retail operations—A reviewarticle · 8 shared references 2018Dynamic Inventory Control with Stockout Substitution and Demand Learningarticle · 8 shared references

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Year2023

Typearticle

Published2023-09-09

VenueOmega

ISSN-L0305-0483

Languageen

Citations11

Files0 public / 0

ShelfSupply Chain and Inventory Management

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doi10.1016/j.omega.2023.102942

openalex_workW4386573534

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