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This article presents a mathematical model of dynamic pricing for real estate (RE) that incorporates multiple pricing groups, thereby expanding the capabilities of existing models. The developed model solves the problem of maximizing…

数理金融 · 定量金融 2024-11-13 Lev Razumovskiy , Mariya Gerasimova , Nikolay Karenin , Mikhail Safro

Many real-world auctions are dynamic processes, in which bidders interact and report information over multiple rounds with the auctioneer. The sequential decision making aspect paired with imperfect information renders analyzing the…

计算机科学与博弈论 · 计算机科学 2023-12-21 Vinzenz Thoma , Michael Curry , Niao He , Sven Seuken

Online advertising banners are sold in real-time through auctions.Typically, the more banners a user is shown, the smaller the marginalvalue of the next banner for this user is. This fact can be detected bybasic ML models, that can be used…

计算机科学与博弈论 · 计算机科学 2024-07-16 Benjamin Heymann , Rémi Chan--Renous-Legoubin , Alexandre Gilotte

In online advertising markets, budget-constrained advertisers acquire ad placements through repeated bidding in auctions on various platforms. We present a strategy for bidding optimally in a set of auctions that may or may not be…

计算机科学与博弈论 · 计算机科学 2023-06-14 Fransisca Susan , Negin Golrezaei , Okke Schrijvers

Auctions are becoming an increasingly popular method for transacting business, especially over the Internet. This article presents a general approach to building autonomous bidding agents to bid in multiple simultaneous auctions for…

人工智能 · 计算机科学 2011-06-28 J. A. Csirik , M. L. Littman , D. McAllester , R. E. Schapire , P. Stone

I study dynamic contracting where Sender privately observes a Markovian state and seeks to motivate Receiver, who acts. Sender provides incentives in two ways: payments, which alter payoffs ex-post, and (Bayesian) persuasion, which shapes…

理论经济学 · 经济学 2026-05-22 Daniel Luo

A seller wants to sell a good to a set of bidders using a credible mechanism. We show that when the seller has private information about her cost, it is impossible for a static mechanism to achieve the optimal revenue. In particular, even…

理论经济学 · 经济学 2025-09-29 Martino Banchio , Andrzej Skrzypacz , Frank Yang

We consider dynamic pricing schemes in online settings where selfish agents generate online events. Previous work on online mechanisms has dealt almost entirely with the goal of maximizing social welfare or revenue in an auction settings.…

计算机科学与博弈论 · 计算机科学 2015-04-07 Ilan Reuven Cohen , Alon Eden , Amos Fiat , Łukasz Jeż

A variable annuity contract with Guaranteed Minimum Withdrawal Benefit (GMWB) promises to return the entire initial investment through cash withdrawals during the policy life plus the remaining account balance at maturity, regardless of the…

证券定价 · 定量金融 2014-11-03 Xiaolin Luo , Pavel Shevchenko

The Real Time Bidding (RTB) protocol is by now more than a decade old. During this time, a handful of measurement papers have looked at bidding strategies, personal information flow, and cost of display advertising through RTB. In this…

We consider a dynamic mechanism design problem where an auctioneer sells an indivisible good to groups of buyers in every round, for a total of $T$ rounds. The auctioneer aims to maximize their discounted overall revenue while adhering to a…

计算机科学与博弈论 · 计算机科学 2024-10-04 Alireza Fallah , Michael I. Jordan , Annie Ulichney

In this work, we study a scenario where a publisher seeks to maximize its total revenue across two sales channels: guaranteed contracts that promise to deliver a certain number of impressions to the advertisers, and spot demands through an…

计算机科学与博弈论 · 计算机科学 2021-07-16 Melika Abolhassani , Hossein Esfandiari , Yasamin Nazari , Balasubramanian Sivan , Yifeng Teng , Creighton Thomas

We propose a general stochastic framework for modelling repeated auctions in the Real Time Bidding (RTB) ecosystem using point processes. The flexibility of the framework allows a variety of auction scenarios including configuration of…

机器学习 · 统计学 2023-08-21 Seong Jin Lee , Bumsik Kim

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 comes to the platform. The customer's valuation for the…

机器学习 · 统计学 2023-03-07 Yiyun Luo , Will Wei Sun , and Yufeng Liu

Usage-based insurance (UBI) uses telematics to align premiums with risk and encourage safe driving. However, deploying these programs is challenging due to heavy-tailed claim costs, nonstationary driver behavior, and limited incentive…

最优化与控制 · 数学 2026-05-11 Qinyang He , Yonatan Mintz

We study the optimal behavior of a bidder in a real-time auction subject to the requirement that a specified collections of heterogeneous items be acquired within given time constraints. The problem facing this bidder is cast as a…

计算工程、金融与科学 · 计算机科学 2021-11-17 Ryan J. Kinnear , Ravi R. Mazumdar , Peter Marbach

One method to offer some bidders a discount in a first-price auction is to augment their bids when selecting a winner but only charge them their original bids should they win. Another method is to use their original bids to select a winner,…

计算机科学与博弈论 · 计算机科学 2024-03-12 Miguel Alcobendas , Eric Bax

In this work, we investigate the online learning problem of revenue maximization in ad auctions, where the seller needs to learn the click-through rates (CTRs) of each ad candidate and charge the price of the winner through a pay-per-click…

信息检索 · 计算机科学 2024-03-05 Zhe Feng , Christopher Liaw , Zixin Zhou

We study the dynamic pricing of discrete goods over a finite selling horizon. One way to capture both the elastic and stochastic reaction of purchases to price is through a model where sellers control the intensity of a counting process,…

最优化与控制 · 数学 2026-01-23 Burak Aydin , Emre Parmaksiz , Ronnie Sircar

We introduce a chance constrained optimization model for the fulfillment of guaranteed display Internet advertising campaigns. The proposed formulation for the allocation of display inventory takes into account the uncertainty of the supply…

计算工程、金融与科学 · 计算机科学 2014-07-31 Antoine Deza , Kai Huang , Michael R. Metel