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This paper studies a dynamic model of information acquisition, in which information might be secretly manipulated. A principal must choose between a safe action with known payoff and a risky action with uncertain payoff, favoring the safe…

理论经济学 · 经济学 2023-04-14 Raphael Boleslavsky

Reasoning about uncertainty is vital in many real-life autonomous systems. However, current state-of-the-art planning algorithms cannot either reason about uncertainty explicitly, or do so with a high computational burden. Here, we focus on…

人工智能 · 计算机科学 2022-01-31 Moran Barenboim , Vadim Indelman

Contract scheduling is a general technique that allows to design a system with interruptible capabilities, given an algorithm that is not necessarily interruptible. Previous work on this topic has largely assumed that the interruption is a…

人工智能 · 计算机科学 2020-11-26 Spyros Angelopoulos , Shahin Kamali

Good economic mechanisms depend on the preferences of participants in the mechanism. For example, the revenue-optimal auction for selling an item is parameterized by a reserve price, and the appropriate reserve price depends on how much the…

计算机科学与博弈论 · 计算机科学 2014-06-10 Shuchi Chawla , Jason Hartline , Denis Nekipelov

In this paper, we consider the problem of resource congestion control for competing online learning agents. On the basis of non-cooperative game as the model for the interaction between the agents, and the noisy online mirror ascent as the…

机器学习 · 计算机科学 2019-10-22 Ezra Tampubolon , Holger Boche

Task allocation is a crucial process in modern systems, but it is often challenged by incomplete information about the utilities of participating agents. In this paper, we propose a new profit maximization mechanism for the task allocation…

理论经济学 · 经济学 2023-02-14 Mina Montazeri , Hamed Kebriaei , Babak N. Araabi

We consider a task of scheduling with a common deadline on a single machine. Every player reports to a scheduler the length of his job and the scheduler needs to finish as many jobs as possible by the deadline. For this simple problem,…

计算机科学与博弈论 · 计算机科学 2011-03-15 Uriel Feige , Moshe Tennenholtz

One of the service providers in the financial service sector, who provide premium service to the customers, wanted to harness the power of data analytics as data mining can uncover valuable insights for better decision making. Therefore,…

机器学习 · 计算机科学 2022-04-20 MA Nang Laik

A monopolist seller of multiple goods screens a buyer whose type is initially unknown to both but drawn from a commonly known distribution. The buyer privately learns about his type via a signal. We derive the seller's optimal mechanism in…

理论经济学 · 经济学 2021-05-27 Rahul Deb , Anne-Katrin Roesler

In financial markets valuable information is rarely circulated homogeneously, because of time required for information to spread. However, advances in communication technology means that the 'lifetime' of important information is typically…

证券定价 · 定量金融 2011-08-05 Dorje C. Brody , Yan Tai Law

Utilities and transmission system operators (TSO) around the world implement demand response programs for reducing electricity consumption by sending information on the state of balance between supply demand to end-use consumers. We…

系统与控制 · 电气工程与系统科学 2023-07-17 Rene Aid , Anupama Kowli , Ankur A. Kulkarni

A fundamental result in mechanism design theory, the so-called revelation principle, asserts that for many questions concerning the existence of mechanisms with a given outcome one can restrict attention to truthful direct…

计算机科学与博弈论 · 计算机科学 2011-02-18 Paul Dütting , Felix Fischer , David C. Parkes

Cloud providers offer end-users various pricing schemes to allow them to tailor VMs to their needs, e.g., a pay-as-you-go billing scheme, called \textit{on-demand}, and a discounted contract scheme, called \textit{reserved instances}. This…

分布式、并行与集群计算 · 计算机科学 2021-03-15 Chalee Boonprasop , Yuhui Lin , Adam Barker

In the standard single-dimensional model of position auctions, bidders agree on the relative values of the positions and each of them submits a single bid that is interpreted in terms of these values. Motivated by current practice in…

计算机科学与博弈论 · 计算机科学 2018-06-22 Paul Dütting , Felix Fischer , David C. Parkes

The robust option pricing problem is to find upper and lower bounds on fair prices of financial claims using only the most minimal assumptions. It contrasts with the classical, model-based approach and gained prominence in the wake of the…

数理金融 · 定量金融 2023-12-15 Alexander M. G. Cox , Annemarie M. Grass

The buying and selling of information is taking place at a scale unprecedented in the history of commerce, thanks to the formation of online marketplaces for user data. Data providing agencies sell user information to advertisers to allow…

计算机科学与博弈论 · 计算机科学 2012-04-26 Moshe Babaioff , Robert Kleinberg , Renato Paes Leme

Multi-item mechanisms can be very complex offering many different bundles to the buyer that could even be randomized. Such complexity is thought to be necessary as the revenue gaps between randomized and deterministic mechanisms, or…

计算机科学与博弈论 · 计算机科学 2019-07-03 Shuchi Chawla , Yifeng Teng , Christos Tzamos

We present pricing mechanisms for several online resource allocation problems which obtain tight or nearly tight approximations to social welfare. In our settings, buyers arrive online and purchase bundles of items; buyers' values for the…

计算机科学与博弈论 · 计算机科学 2018-07-16 Shuchi Chawla , J. Benjamin Miller , Yifeng Teng

A multi-agent system is trialed as a means of crowd-sourcing inexpensive but high quality streams of predictions. Each agent is a microservice embodying statistical models and endowed with economic self-interest. The ability to fork and…

应用统计 · 统计学 2019-07-18 Peter Cotton

In this paper we formulate the fixed budget resource allocation game to understand the performance of a distributed market-based resource allocation system. Multiple users decide how to distribute their budget (bids) among multiple machines…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Michal Feldman , Kevin Lai , Li Zhang