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There are a lot of real-world black-box optimization problems that need to optimize multiple criteria simultaneously. However, in a multi-objective optimization (MOO) problem, identifying the whole Pareto front requires the prohibitive…

We consider the bilateral trade problem, in which two agents trade a single indivisible item. It is known that the only dominant-strategy truthful mechanism is the fixed-price mechanism: given commonly known distributions of the buyer's…

计算机科学与博弈论 · 计算机科学 2021-12-21 Zi Yang Kang , Francisco Pernice , Jan Vondrák

Chandrasekaran, Parrilo and Willsky (2010) proposed a convex optimization problem to characterize graphical model selection in the presence of unobserved variables. This convex optimization problem aims to estimate an inverse covariance…

最优化与控制 · 数学 2012-09-27 Shiqian Ma , Lingzhou Xue , Hui Zou

Attacks on a set of agents with cooperative and antagonistic interactions attempting to achieve linear bipartite consensus are considered here. In bipartite consensus, two clusters are formed, agents in each cluster converging to a final…

系统与控制 · 电气工程与系统科学 2021-07-27 Gopika R , Ankita Sharma , Rakesh R Warier

We consider algorithms for solving structured convex optimization problems over a network of agents with communication delays. It is assumed that each agent performs its local updates by using possibly outdated information from its…

最优化与控制 · 数学 2020-09-14 Puya Latafat , Panagiotis Patrinos

Real-time bidding, as one of the most popular mechanisms for selling online ad slots, facilitates advertisers to reach their potential customers. The goal of bidding optimization is to maximize the advertisers' return on investment (ROI)…

计算机科学与博弈论 · 计算机科学 2019-03-01 Manxing Du , Alexander I. Cowen-Rivers , Ying Wen , Phu Sakulwongtana , Jun Wang , Mats Brorsson , Radu State

We study how to optimally segment monopolistic markets with a redistributive objective. We characterize optimal redistributive segmentations and show that they (i) induce the seller to price progressively, i.e., charge richer consumers…

理论经济学 · 经济学 2026-05-14 Victor Augias , Alexis Ghersengorin , Daniel M. A. Barreto

Trades based on bilateral (indivisible) contracts can be represented by a network. Vertices correspond to agents while arcs represent the non-price elements of a bilateral contract. Given prices for each arc, agents choose the incident arcs…

理论经济学 · 经济学 2020-08-25 Can Kizilkale , Rakesh Vohra

We initiate the study of a repeated principal-agent problem over a finite horizon $T$, where a principal sequentially interacts with $K\geq 2$ types of agents arriving in an adversarial order. At each round, the principal strategically…

计算机科学与博弈论 · 计算机科学 2025-08-05 Junyan Liu , Arnab Maiti , Artin Tajdini , Kevin Jamieson , Lillian J. Ratliff

A screening instrument is costly if it is socially wasteful and productive otherwise. A principal screens an agent with multidimensional private information and quasilinear preferences that are additively separable across two components: a…

理论经济学 · 经济学 2025-10-02 Frank Yang

We describe a two-stage mechanism that fully implements the set of efficient outcomes in two-agent environments with quasi-linear utilities. The mechanism asks one agent to set prices for each outcome, and the other agent to make a choice,…

理论经济学 · 经济学 2023-04-25 Federico Echenique , Matías Núñez

As e-commerce expands, delivering real-time personalized recommendations from vast catalogs poses a critical challenge for retail platforms. Maximizing revenue requires careful consideration of both individual customer characteristics and…

信息检索 · 计算机科学 2026-02-16 Seong Jin Lee , Will Wei Sun , Yufeng Liu

We develop efficient algorithms to construct utility maximizing mechanisms in the presence of risk averse players (buyers and sellers) in Bayesian settings. We model risk aversion by a concave utility function, and players play…

计算机科学与博弈论 · 计算机科学 2012-06-28 Anand Bhalgat , Tanmoy Chakraborty , Sanjeev Khanna

This paper studies the continuous time mean-variance portfolio selection problem with one kind of non-linear wealth dynamics. To deal the expectation constraint, an auxiliary stochastic control problem is firstly solved by two new…

数理金融 · 定量金融 2022-11-03 Shaolin Ji , Hanqing Jin , Xiaomin Shi

We consider the fundamental problem of online control of a linear dynamical system from two different viewpoints: regret minimization and competitive analysis. We prove that the optimal competitive policy is well-approximated by a convex…

机器学习 · 计算机科学 2022-11-22 Gautam Goel , Naman Agarwal , Karan Singh , Elad Hazan

We consider portfolio selection under nonparametric $\alpha$-maxmin ambiguity in the neighbourhood of a reference distribution. We show strict concavity of the portfolio problem under ambiguity aversion. Implied demand functions are…

综合经济学 · 经济学 2022-06-22 Michail Anthropelos , Paul Schneider

We study the design of a decentralized two-sided matching market in which agents' search is guided by the platform. There are finitely many agent types, each with (potentially random) preferences drawn from known type-specific…

计算机科学与博弈论 · 计算机科学 2021-08-19 Nicole Immorlica , Brendan Lucier , Vahideh Manshadi , Alexander Wei

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

We investigate the implementation of reduced-form allocation probabilities in a two-person bargaining problem without side payments, where the agents have to select one alternative from a finite set of social alternatives. We provide a…

理论经济学 · 经济学 2022-02-23 Xu Lang

We consider an online ad network problem in which an ad exchange auctions ad slots and intermediaries called demand side platforms (DSPs) buy these ad slots for their clients (advertisers). An intermediary represents multiple advertisers.…

计算机科学与博弈论 · 计算机科学 2019-10-07 Rahul Meshram , Kesav Kaza