Policy optimization using semiparametric models for dynamic pricing
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 …
product is linear in its observed features plus some market noise. Products are sold one at a …
Improved algorithms for contextual dynamic pricing
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 …
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
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 …
Incentive-aware contextual pricing with non-parametric market noise
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 …
multiple strategic buyers who aim to maximize their long-term time discounted utility. The …
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 …
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 …
Contextual dynamic pricing with strategic buyers
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 …
commonly used by firms to implement a consumer-specific pricing policy. In this process …
Regulatory instruments for fair personalized pricing
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 …
consumers based on their characteristics and behaviors. It has become common practice in …
On dynamic pricing with covariates
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 …
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
This paper introduces a novel contextual bandit algorithm for personalized pricing under
utility fairness constraints in scenarios with uncertain demand, achieving an optimal regret …
utility fairness constraints in scenarios with uncertain demand, achieving an optimal regret …