Papers Assortment Optimization
“Assortment Optimization” 태그가 달린 논문 32편 · 필터 해제
Product age based demand forecast model for fashion retail
Fashion retailers require accurate demand forecasts for the next season, almost a year in advance, for demand management and supply chain planning purposes. Accurate forecasts are important to ensure retailers' profitabi…
Assortment OptimizationAttributeFeature EngineeringManagementUncertainty Quantification for Demand Prediction in Contextual Dynamic Pricing
Data-driven sequential decision has found a wide range of applications in modern operations management, such as dynamic pricing, inventory control, and assortment optimization. Most existing research on data-driven seque…
Assortment OptimizationManagementUncertainty QuantificationvalidOptimizing Revenue while showing Relevant Assortments at Scale
Scalable real-time assortment optimization has become essential in e-commerce operations due to the need for personalization and the availability of a large variety of items. While this can be done when there are simplis…
Assortment OptimizationInformation RetrievalRetrievalAssortment Optimization with Repeated Exposures and Product-dependent Patience Cost
In this paper, we study the assortment optimization problem faced by many online retailers such as Amazon. We develop a \emph{cascade multinomial logit model}, based on the classic multinomial logit model, to capture the…
Assortment OptimizationA Generalized Markov Chain Model to Capture Dynamic Preferences and Choice Overload
Assortment optimization is an important problem that arises in many industries such as retailing and online advertising where the goal is to find a subset of products from a universe of substitutable products which maxim…
Assortment OptimizationRobust Dynamic Assortment Optimization in the Presence of Outlier Customers
We consider the dynamic assortment optimization problem under the multinomial logit model (MNL) with unknown utility parameters. The main question investigated in this paper is model mis-specification under the $\varepsi…
Assortment OptimizationThompson SamplingCascade Submodular Maximization: Question Selection and Sequencing in Online Personality Quiz
Personality quiz is a powerful tool that enables costumer segmentation by actively asking them questions, and marketers are using it as an effective method of generating leads and increasing e-commerce sales. In this pap…
Active LearningAssortment OptimizationQuestion SelectionDynamic Assortment Optimization with Changing Contextual Information
In this paper, we study the dynamic assortment optimization problem under a finite selling season of length $T$. At each time period, the seller offers an arriving customer an assortment of substitutable products under a…
Assortment OptimizationCombinatorial OptimizationContinuous Assortment Optimization with Logit Choice Probabilities under Incomplete Information
We consider assortment optimization over a continuous spectrum of products represented by the unit interval, where the seller's problem consists of determining the optimal subset of products to offer to potential custome…
Assortment OptimizationDensity EstimationAssortment Optimization under Unknown MultiNomial Logit Choice Models
Motivated by e-commerce, we study the online assortment optimization problem. The seller offers an assortment, i.e. a subset of products, to each arriving customer, who then purchases one or no product from her offered a…
Assortment OptimizationAssortment Optimization Under the Mallows model
We consider the assortment optimization problem when customer preferences follow a mixture of Mallows distributions. The assortment optimization problem focuses on determining the revenue/profit maximizing subset of prod…
Assortment OptimizationFormmodelA branch-and-cut algorithm for the latent-class logit assortment problem
We study the product assortment problem of a retail operation that faces a stream of customers who are heterogeneous with respect to preferences. Each customer belongs to a market segment characterized by a consideration…
Assortment OptimizationDiscrete Choice Models