dynamic pricing, the practice of adjusting prices based on contextual
factors, has gained significant attention due to its impact on revenue
maximization. In this paper, we address the contextual dynamic pricing
我们研究了一种在线上下文动态定价问题,介绍了一种以特征为基础的价格弹性建模方法,提出了一种高效的算法 “Pricing with Perturbation (PwP)”,并证明了其在任意敌对背景输入序列下的最佳性及相应的复杂度。该研究结果揭示了上下文弹性与异方差性估价之间的关系,为有效和实用的定价策略提供了启示。