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A robust omnichannel pricing and ordering optimization approach with return policies based on data-driven support vector clustering
16 references·6 citing·46 second hop
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(2016)When to introduce an online c…E-tailer׳s return policy, consumer׳s perception of return policy fairness and purchase intention (2014)E-tailer׳s return policy, con…A Comparative Theoretical and Computational Study on Robust Counterpart Optimization: I. Robust Linear Optimization and Robust Mixed Integer Linear Optimization (2011)A Comparative Theoretical and…Robust Optimization (2009)Robust OptimizationConsumer Returns Policies and Supply Chain Performance (2008)Consumer Returns Policies and…Pricing and the Newsvendor Problem: A Review with Extensions (1999)Pricing and the Newsvendor Pr…Optimizing omnichannel retailer inventory replenishment using vehicle capacity-sharing with demand uncertainties and service level requirements (2024)Optimizing omnichannel retail…A review on unsupervised learning algorithms and applications in supply chain management (2024)A review on unsupervised lear…Pricing for different return policies in an online marketplace considering appeasement during a post-return out-of-stock (2023)Pricing for different return …Incorporating risk aversion and time preference into omnichannel retail operations considering assortment and inventory optimization (2023)Incorporating risk aversion a…Data-driven dynamic pricing and inventory management of an omni-channel retailer in an uncertain demand environment (2023)Data-driven dynamic pricing a…Fulfillment and pricing optimization for omni-channel retailers considering shipment of in-store demand (2022)Fulfillment and pricing optim…Coherent Measures of Risk (1999)Optimization of conditional value-at-risk (2000)The Price of Robustness (2004)Robust sample average approximation (2017)Optimization under uncertainty in the era of big data and deep learning: When machine learning meets mathematical programming (2019)Frameworks and Results in Distributionally Robust Optimization (2022)Robust Convex Optimization (1998)Distributionally Robust Optimization Under Moment Uncertainty with Application to Data-Driven Problems (2010)Circular Economy - A challenge and an opportunity for Process Systems Engineering (2019)A multi-objective robust optimization approach for green location-routing planning of multi-modal transportation systems under uncertainty (2020)Data envelopment analysis and robust optimization: A review (2020)Optimal Dynamic Pricing of Inventories with Stochastic Demand over Finite Horizons (1994)Supply Chain Coordination with Revenue-Sharing Contracts: Strengths and Limitations (2005)Perspectives in supply chain risk management (2006)Introduction to Stochastic Programming (2011)Data-driven stochastic robust optimization: General computational framework and algorithm leveraging machine learning for optimization under uncertainty in the big data era (2017)Data-driven decision making under uncertainty integrating robust optimization with principal component analysis and kernel smoothing methods (2018)Integration of Online and Offline Channels in Retail: The Impact of Sharing Reliable Inventory Availability Information (2012)Omnichannel Retail Operations with Buy-Online-and-Pick-up-in-Store (2016)Offline Showrooms in Omnichannel Retail: Demand and Operational Benefits (2017)Optimal pricing and remanufacturing mode in a closed-loop supply chain of WEEE under government fund policy (2020)Resale or agency sale? 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(1989)Data-Driven Distributionally Robust Optimization Using the Wasserstein Metric: Performance Guarantees and Tractable Reformulations (2015)Distributionally Robust Optimization: A review on theory and applications (2021)Finite-Sample Guarantees for Wasserstein Distributionally Robust Optimization: Breaking the Curse of Dimensionality (2022)Wasserstein Distributionally Robust Optimization and Variation Regularization (2022)Optimal Pricing and Return Policies for Perishable Commodities (1985)Supply Chain Coordination Under Channel Rebates with Sales Effort Effects (2002)Supply Chain Coordination with Contracts (2003)Closed‐Loop Supply Chains: A Critical Review, and Future Research* (2012)Reverse logistics and closed-loop supply chain: A comprehensive review to explore the future (2014)Online and Offline Information for Omnichannel Retailing (2016)Robust Solutions of Optimization Problems Affected by Uncertain Probabilities (2012)Distributionally Robust Convex Optimization (2014)
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References

  • 2009Robust Optimization3,008 cited
  • 1999Pricing and the Newsvendor Problem: A Review with Extensions1,663 cited
  • 2017Data-driven robust optimization626 cited
  • 2008Consumer Returns Policies and Supply Chain Performance462 cited
  • 2018Channel Selection and Contracting in the Presence of a Retail Platform398 cited
  • 2019Wasserstein Distributionally Robust Optimization: Theory and Applications in Machine Learning364 cited
  • 2018Managing a dual-channel supply chain under price and delivery-time dependent stochastic demand337 cited
  • 2020Consumer Return Policies in Omnichannel Operations263 cited
  • 2011A Comparative Theoretical and Computational Study on Robust Counterpart Optimization: I. Robust Linear Optimization and Robust Mixed Integer Linear Optimization259 cited
  • 2017Data-driven robust optimization based on kernel learning217 cited
  • 2014E-tailer׳s return policy, consumer׳s perception of return policy fairness and purchase intention192 cited
  • 2016When to introduce an online channel, and offer money back guarantees and personalized pricing?188 cited
  • 2018The Effect of Multi-Channel and Omni-Channel Retailing on Physical Stores157 cited
  • 2018Joint Dynamic Pricing and Order Fulfillment for E-commerce Retailers138 cited

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2020
Forays into omnichannel: An online retailer’s strategies for managing product returns
131 cited
  • 2018Omnichannel retail operations with consumer returns and order cancellation127 cited
  • Cited by

    • 2024A review on unsupervised learning algorithms and applications in supply chain management36 cited
    • 2023Data-driven dynamic pricing and inventory management of an omni-channel retailer in an uncertain demand environment34 cited
    • 2023Incorporating risk aversion and time preference into omnichannel retail operations considering assortment and inventory optimization33 cited
    • 2022Fulfillment and pricing optimization for omni-channel retailers considering shipment of in-store demand19 cited
    • 2024Optimizing omnichannel retailer inventory replenishment using vehicle capacity-sharing with demand uncertainties and service level requirements19 cited
    • 2023Pricing for different return policies in an online marketplace considering appeasement during a post-return out-of-stock13 cited