Bilateral Trade: A Regret Minimization Perspective

• 成果类型: Article
• 署名作者: Cesa-Bianchi, Nicolo; Cesari, Tommaso; Colomboni, Roberto; Fusco, Federico; Leonardi, Stefano
• 署名单位: University of Milan; University of Ottawa; Istituto Italiano di Tecnologia - IIT; Sapienza University Rome
• 刊物名称: MATHEMATICS OF OPERATIONS RESEARCH
• ISSN/ISSBN: 0364-765X
• DOI: 10.1287/moor.2023.1351
• 发表日期: 2024
• 关键词: efficient mechanisms; auctions; bounds

摘要

Bilateral trade, a fundamental topic in economics, models the problem of intermediating between two strategic agents, a seller and a buyer, willing to trade a good for which they hold private valuations. In this paper, we cast the bilateral trade problem in a regret minimization framework over T rounds of seller/buyer interactions, with no prior knowledge on their private valuations. Our main contribution is a complete characterization of the regret regimes for fixed-price mechanisms with different feedback models and private valuations, using as a benchmark the best fixed price in hindsight. More precisely, we prove the following tight bounds on the regret:root ffiffiffi center dot Theta( T ) for full-feedback (i.e., direct revelation mechanisms).center dot Theta(T2=3) for realistic feedback (i.e., posted-price mechanisms) and independent seller/buyer valuations with bounded densities.center dot Theta(T) for realistic feedback and seller/buyer valuations with bounded densities.center dot Theta(T) for realistic feedback and independent seller/buyer valuations. center dot Theta(T) for the adversarial setting.