Develo** operations management data analytics
In this article, we describe representative contributions in several major application areas of
data analytics in operations management to summarize the recent development, discuss the …
data analytics in operations management to summarize the recent development, discuss the …
Distribution-free contextual dynamic pricing
Contextual dynamic pricing aims to set personalized prices based on sequential interactions
with customers. At each time period, a customer who is interested in purchasing a product …
with customers. At each time period, a customer who is interested in purchasing a product …
Optimal policies for dynamic pricing and inventory control with nonparametric censored demands
We study the classic model of joint pricing and inventory control with lost sales over T
consecutive review periods. The firm does not know the demand distribution a priori and …
consecutive review periods. The firm does not know the demand distribution a priori and …
Learning to collude in a pricing duopoly
Problem definition: This paper addresses the question whether or not self-learning
algorithms can learn to collude instead of compete against each other, without violating …
algorithms can learn to collude instead of compete against each other, without violating …
Transfer learning for contextual multi-armed bandits
Transfer learning for contextual multi-armed bandits Page 1 The Annals of Statistics 2024,
Vol. 52, No. 1, 207–232 https://doi.org/10.1214/23-AOS2341 © Institute of Mathematical …
Vol. 52, No. 1, 207–232 https://doi.org/10.1214/23-AOS2341 © Institute of Mathematical …
Towards agnostic feature-based dynamic pricing: Linear policies vs linear valuation with unknown noise
In feature-based dynamic pricing, a seller sets appropriate prices for a sequence of products
(described by feature vectors) on the fly by learning from the binary outcomes of previous …
(described by feature vectors) on the fly by learning from the binary outcomes of previous …
Dynamic pricing and inventory control with fixed ordering cost and incomplete demand information
We consider the periodic review dynamic pricing and inventory control problem with fixed
ordering cost. Demand is random and price dependent, and unsatisfied demand is …
ordering cost. Demand is random and price dependent, and unsatisfied demand is …
Context-based dynamic pricing with partially linear demand model
In today's data-rich environment, context-based dynamic pricing has gained much attention.
To model the demand as a function of price and context, the existing literature either adopts …
To model the demand as a function of price and context, the existing literature either adopts …
Pricing the long tail by explainable product aggregation and monotonic bandits
In several e-commerce scenarios, pricing long-tail products effectively is a central task for
the companies, and there is broad agreement that Artificial Intelligence (AI) will play a …
the companies, and there is broad agreement that Artificial Intelligence (AI) will play a …
Contextual dynamic pricing with unknown noise: Explore-then-ucb strategy and improved regrets
Dynamic pricing is a fast-moving research area in machine learning and operations
management. A lot of work has been done for this problem with known noise. In this paper …
management. A lot of work has been done for this problem with known noise. In this paper …