Policy optimization using semiparametric models for dynamic pricing

J Fan, Y Guo, M Yu - Journal of the American Statistical Association, 2024 - Taylor & Francis
In this article, we study the contextual dynamic pricing problem where the market value of a
product is linear in its observed features plus some market noise. Products are sold one at a …

Improved algorithms for contextual dynamic pricing

M Tullii, S Gaucher, N Merlis… - Advances in Neural …, 2025 - proceedings.neurips.cc
In contextual dynamic pricing, a seller sequentially prices goods based on contextual
information. Buyers will purchase products only if the prices are below their valuations. The …

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 …

Incentive-aware contextual pricing with non-parametric market noise

N Golrezaei, P Jaillet… - … Conference on Artificial …, 2023 - proceedings.mlr.press
We consider a dynamic pricing problem for repeated contextual second-price auctions with
multiple strategic buyers who aim to maximize their long-term time discounted utility. The …

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 …

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 …

Contextual dynamic pricing with strategic buyers

P Liu, Z Yang, Z Wang, WW Sun - Journal of the American …, 2024 - Taylor & Francis
Personalized pricing, which involves tailoring prices based on individual characteristics, is
commonly used by firms to implement a consumer-specific pricing policy. In this process …

Regulatory instruments for fair personalized pricing

R Xu, X Zhang, P Cui, B Li, Z Shen, J Xu - Proceedings of the ACM Web …, 2022 - dl.acm.org
Personalized pricing is a business strategy to charge different prices to individual
consumers based on their characteristics and behaviors. It has become common practice in …

On dynamic pricing with covariates

H Wang, K Talluri, X Li - Operations Research, 2025 - pubsonline.informs.org
We consider dynamic pricing with covariates under a generalized linear demand model: A
seller can dynamically adjust the price of a product over a horizon of T time periods, and at …

Utility fairness in contextual dynamic pricing with demand learning

X Chen, D Simchi-Levi, Y Wang - arxiv preprint arxiv:2311.16528, 2023 - arxiv.org
This paper introduces a novel contextual bandit algorithm for personalized pricing under
utility fairness constraints in scenarios with uncertain demand, achieving an optimal regret …