Transformer-based choice model: a tool for assortment optimization evaluation

DOI10.1002/nav.22183MaRDI QIDQ6583708

Tianning Zhu, Ying Rong, Zhenkang Peng

Publication date: 6 August 2024

Published in: Naval Research Logistics (Search for Journal in Brave)

zbMATH Keywords

simulatortransformerassortment planningchoice modelsdeepFMMNL

Mathematics Subject Classification ID

Decision theory (91B06)

Cites Work

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• The Exponomial Choice Model: A New Alternative for Assortment and Price Optimization
• A Markov Chain Approximation to Choice Modeling
• Assortment Optimization Under Variants of the Nested Logit Model
• Dynamic Assortment Optimization with a Multinomial Logit Choice Model and Capacity Constraint
• Joint Inventory and Pricing Decisions for an Assortment
• Revenue Management Under a General Discrete Choice Model of Consumer Behavior
• Stocking Retail Assortments Under Dynamic Consumer Substitution
• Customer Choice Models vs. Machine Learning: Finding Optimal Product Displays on Alibaba
• Mallows-Smoothed Distribution over Rankings Approach for Modeling Choice
• Assortment Optimization and Pricing Under the Multinomial Logit Model with Impatient Customers: Sequential Recommendation and Selection
• Need for Speed: The Impact of In-Process Delays on Customer Behavior in Online Retail
• Joint Assortment Optimization and Customization Under a Mixture of Multinomial Logit Models: On the Value of Personalized Assortments
• Demand Estimation Under Uncertain Consideration Sets

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