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ArticleFrom predictive to prescriptive analytics: A data-driven multi-item newsvendor model

Sushil Punia2020

Article2020

From predictive to prescriptive analytics: A data-driven multi-item newsvendor model

Sushil Punia · Surya Prakash Singh · Jitender Madaan

63 citations·0/0 files stored·Decision Support Systems

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Supply Chain and Inventory Management Forecasting Techniques and Applications Big Data and Business Intelligence

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References

2006Another look at measures of forecast accuracy 2008Automatic Time Series Forecasting: The forecast Package for R 2017Deep learning with long short-term memory networks for financial market predictions 1993The Distribution Free Newsboy Problem: Review and Extensions 2006A Robust Optimization Approach to Inventory Theory 1959Studies in Mathematical Theory of Inventory and Production 2005A Min-Max Solution of an Inventory Problem 2015Analytics for an Online Retailer: Demand Forecasting and Price Optimization

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2022Predictive analytics for demand forecasting: A deep learning-based decision support system 2020A cross-temporal hierarchical framework and deep learning for supply chain forecasting 2020Catch me if you scan: Data-driven prescriptive modeling for smart store environments 2023IACPPO: A deep reinforcement learning-based model for warehouse inventory replenishment 2024Data Analytics in Supply Chain Management: A State-of-the-Art Literature Review

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2019A data-driven newsvendor problem: From data to decisionarticle · 13 shared references 2021Big data driven order-up-to level model: Application of machine learningarticle · 7 shared references 2020Intraday shelf replenishment decision support for perishable goodsarticle · 7 shared references 2021A Prescriptive Machine-Learning Framework to the Price-Setting Newsvendor Problemarticle · 7 shared references 2024Feature-Based Inventory Control with Censored Demandarticle · 7 shared references 2009Robust Approximation to Multiperiod Inventory Managementarticle · 6 shared references

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Year2020

Typearticle

Published2020-06-10

VenueDecision Support Systems

ISSN-L0167-9236

Languageen

Citations63

Files0 public / 0

ShelfSupply Chain and Inventory Management

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doi10.1016/j.dss.2020.113340

openalex_workW3034628489

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2025

A systematic review of machine learning approaches in inventory control optimization

2023Data-driven risk-averse newsvendor problems: developing the CVaR criteria and support vector machines