Develo** operations management data analytics

Q Feng, JG Shanthikumar - Production and Operations …, 2022 - journals.sagepub.com
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 …

Distribution-free contextual dynamic pricing

Y Luo, WW Sun, Y Liu - Mathematics of Operations …, 2024 - pubsonline.informs.org
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 …

Optimal policies for dynamic pricing and inventory control with nonparametric censored demands

B Chen, Y Wang, Y Zhou - Management Science, 2024 - pubsonline.informs.org
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 …

Learning to collude in a pricing duopoly

JM Meylahn, A V. den Boer - Manufacturing & Service …, 2022 - pubsonline.informs.org
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 …

Transfer learning for contextual multi-armed bandits

C Cai, TT Cai, H Li - The Annals of Statistics, 2024 - projecteuclid.org
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 …

Towards agnostic feature-based dynamic pricing: Linear policies vs linear valuation with unknown noise

J Xu, YX Wang - International Conference on Artificial …, 2022 - proceedings.mlr.press
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 …

Dynamic pricing and inventory control with fixed ordering cost and incomplete demand information

B Chen, D Simchi-Levi, Y Wang… - Management …, 2022 - pubsonline.informs.org
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 …

Context-based dynamic pricing with partially linear demand model

J Bu, D Simchi-Levi, C Wang - Advances in Neural …, 2022 - proceedings.neurips.cc
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 …

Pricing the long tail by explainable product aggregation and monotonic bandits

M Mussi, G Genalti, F Trovò, A Nuara, N Gatti… - Proceedings of the 28th …, 2022 - dl.acm.org
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 …

Contextual dynamic pricing with unknown noise: Explore-then-ucb strategy and improved regrets

Y Luo, WW Sun, Y Liu - Advances in Neural Information …, 2022 - proceedings.neurips.cc
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 …