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Matchings under Preferences: Strength of Stability and Tradeoffs 偏好下的匹配:稳定性的强度和权衡
IF 1.2 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2021-10-15 DOI: 10.1145/3485000
Jiehua Chen, P. Skowron, Manuel Sorge
We propose two solution concepts for matchings under preferences: robustness and near stability. The former strengthens while the latter relaxes the classical definition of stability by Gale and Shapley (1962). Informally speaking, robustness requires that a matching must be stable in the classical sense, even if the agents slightly change their preferences. Near stability, however, imposes that a matching must become stable (again, in the classical sense) provided the agents are willing to adjust their preferences a bit. Both of our concepts are quantitative; together they provide means for a fine-grained analysis of the stability of matchings. Moreover, our concepts allow the exploration of tradeoffs between stability and other criteria of social optimality, such as the egalitarian cost and the number of unmatched agents. We investigate the computational complexity of finding matchings that implement certain predefined tradeoffs. We provide a polynomial-time algorithm that, given agent preferences, returns a socially optimal robust matching (if it exists), and we prove that finding a socially optimal and nearly stable matching is computationally hard.
我们提出了偏好匹配的两个解决方案概念:鲁棒性和近似稳定性。前者强化了Gale和Shapley(1962)对稳定性的经典定义,而后者放松了对稳定性的定义。非正式地说,鲁棒性要求匹配在经典意义上必须是稳定的,即使代理稍微改变了他们的偏好。然而,接近稳定性要求匹配必须变得稳定(同样,在经典意义上),前提是代理愿意稍微调整他们的偏好。我们的两个概念都是定量的;它们一起提供了对匹配的稳定性进行细粒度分析的手段。此外,我们的概念允许探索稳定性和其他社会最优性标准之间的权衡,例如平等成本和不匹配代理人的数量。我们研究了寻找实现某些预定义权衡的匹配的计算复杂性。我们提供了一种多项式时间算法,在给定代理偏好的情况下,该算法返回社会最优鲁棒匹配(如果存在),并且我们证明了在计算上很难找到社会最优且几乎稳定的匹配。
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引用次数: 19
Two-Sided Random Matching Markets: Ex-Ante Equivalence of the Deferred Acceptance Procedures 双边随机匹配市场:延期承兑程序的事前等价性
IF 1.2 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2021-10-15 DOI: 10.1145/3485010
Simon Mauras
Stable matching in a community consisting of N men and N women is a classical combinatorial problem that has been the subject of intense theoretical and empirical study since its introduction in 1962 in a seminal work by Gale and Shapley. When the input preference profile is generated from a distribution, we study the output distribution of two stable matching procedures: women-proposing-deferred-acceptance and men-proposing-deferred-acceptance. We show that the two procedures are ex-ante equivalent—that is, under certain conditions on the input distribution, their output distributions are identical. In terms of technical contributions, we generalize (to the non-uniform case) an integral formula, due to Knuth and Pittel, which gives the probability that a fixed matching is stable. Using an inclusion-exclusion principle on the set of rotations, we give a new formula that gives the probability that a fixed matching is the women/men-optimal stable matching.
由N名男性和N名女性组成的群体中的稳定匹配是一个经典的组合问题,自1962年Gale和Shapley的一项开创性工作引入以来,一直是激烈的理论和实证研究的主题。当输入偏好档案由分布生成时,我们研究了两个稳定匹配过程的输出分布:女性提出推迟接受和男性提出推迟接受。我们证明了这两个过程是事前等价的——也就是说,在输入分布的某些条件下,它们的输出分布是相同的。在技术贡献方面,我们推广了(非均匀情况下)一个积分公式,由于Knuth和Pittel,它给出了固定匹配稳定的概率。利用旋转集上的包含-排除原理,我们给出了一个新的公式,该公式给出了固定匹配是女性/男性最优稳定匹配的概率。
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引用次数: 0
Fairness Maximization among Offline Agents in Online-Matching Markets 线上匹配市场中线下代理的公平最大化
IF 1.2 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2021-09-18 DOI: 10.1145/3569705
Will Ma, Pan Xu, Yifan Xu
Online matching markets (OMMs) are commonly used in today’s world to pair agents from two parties (whom we will call offline and online agents) for mutual benefit. However, studies have shown that the algorithms making decisions in these OMMs often leave disparities in matching rates, especially for offline agents. In this article, we propose online matching algorithms that optimize for either individual or group-level fairness among offline agents in OMMs. We present two linear-programming (LP) based sampling algorithms, which achieve competitive ratios at least 0.725 for individual fairness maximization and 0.719 for group fairness maximization. We derive further bounds based on fairness parameters, demonstrating conditions under which the competitive ratio can increase to 100%. There are two key ideas helping us break the barrier of 1-1/𝖾~ 63.2% for competitive ratio in online matching. One is boosting, which is to adaptively re-distribute all sampling probabilities among only the available neighbors for every arriving online agent. The other is attenuation, which aims to balance the matching probabilities among offline agents with different mass allocated by the benchmark LP. We conduct extensive numerical experiments and results show that our boosted version of sampling algorithms are not only conceptually easy to implement but also highly effective in practical instances of OMMs where fairness is a concern.
在线配对市场(OMMs)在当今世界通常用于配对双方的代理(我们将其称为离线和在线代理),以实现互惠互利。然而,研究表明,在这些omm中做出决策的算法通常会在匹配率上留下差异,特别是对于离线代理。在本文中,我们提出了在线匹配算法,用于优化omm中离线代理之间的个人或群体级别的公平性。我们提出了两种基于线性规划(LP)的采样算法,其竞争比在个体公平最大化时至少达到0.725,在群体公平最大化时至少达到0.719。我们进一步推导了基于公平参数的边界,证明了竞争率可以提高到100%的条件。有两个关键的想法帮助我们打破1-1/𝖾~ 63.2%的在线匹配竞争比率的障碍。一种是增强,它是自适应地将所有采样概率重新分配到每个到达的在线代理的可用邻居中。另一种是衰减,目的是平衡基准LP分配的不同质量的离线agent之间的匹配概率。我们进行了大量的数值实验,结果表明我们的增强版本的采样算法不仅在概念上易于实现,而且在关注公平性的omm实际实例中也非常有效。
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引用次数: 8
Reaching Individually Stable Coalition Structures 达到个体稳定的联盟结构
IF 1.2 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2021-05-18 DOI: 10.1609/aaai.v35i6.16658
F. Brandt, Martin Bullinger, A. Wilczynski
The formal study of coalition formation in multi-agent systems is typically realized in the framework of hedonic games, which originate from economic theory. The main focus of this branch of research has been on the existence and the computational complexity of deciding the existence of coalition structures that satisfy various stability criteria. The actual process of forming coalitions based on individual behavior has received little attention. In this article, we study the convergence of simple dynamics leading to stable partitions in a variety of established classes of hedonic games, including anonymous, dichotomous, fractional, and hedonic diversity games. The dynamics we consider is based on individual stability: an agent will join another coalition if she is better off and no member of the welcoming coalition is worse off. Our results are threefold. First, we identify conditions for the (fast) convergence of our dynamics. To this end, we develop new techniques based on the simultaneous usage of multiple intertwined potential functions and establish a reduction uncovering a close relationship between anonymous hedonic games and hedonic diversity games. Second, we provide elaborate counterexamples determining tight boundaries for the existence of individually stable partitions. Third, we study the computational complexity of problems related to the coalition formation dynamics. In particular, we settle open problems suggested by Bogomolnaia and Jackson, Brandl et al., and Boehmer and Elkind.
多智能体系统中联盟形成的形式化研究通常是在享乐博弈的框架下实现的,享乐博弈起源于经济学理论。这一分支研究的主要焦点是确定满足各种稳定性标准的联盟结构的存在性和计算复杂性。基于个人行为形成联盟的实际过程很少受到关注。在本文中,我们研究了在各种已建立的享乐游戏类中,包括匿名、二分、分数和享乐多样性游戏中,导致稳定划分的简单动力学的收敛性。我们考虑的动态是基于个人的稳定性:如果一名特工的境况更好,她将加入另一个联盟,而欢迎她的联盟中没有一名成员的境况更糟。我们的结果有三个方面。首先,我们确定了动力学(快速)收敛的条件。为此,我们开发了基于同时使用多个交织的潜在函数的新技术,并建立了一个约简,揭示了匿名享乐游戏和享乐多样性游戏之间的密切关系。其次,我们提供了详细的反例,确定了个别稳定分区存在的紧边界。第三,我们研究了联盟形成动力学相关问题的计算复杂性。特别是,我们解决了Bogomolnaia和Jackson、Brandl等人以及Boehmer和Elkind提出的悬而未决的问题。
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引用次数: 11
A Fine-grained View on Stable Many-to-one Matching Problems with Lower and Upper Quotas 具有上下配额的稳定多对一匹配问题的细粒度视图
IF 1.2 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2020-09-29 DOI: 10.1145/3546605
Niclas Boehmer, Klaus Heeger
In the NP-hard Hospital Residents problem with lower and upper quotas (HR-QLU), the goal is to find a stable matching of residents to hospitals where the number of residents matched to a hospital is either between its lower and upper quota or zero. We analyze this problem from a parameterized complexity perspective using several natural parameters such as the number of hospitals and the number of residents. Moreover, answering an open question of Biró et al. [TCS 2010], we present an involved polynomial-time algorithm that finds a stable matching (if it exists) on instances with maximum lower quota two. Alongside HR-QLU, we also consider two closely related models of independent interest, namely, the special case of HR-QLU where each hospital has only a lower quota but no upper quota and the variation of HR-QLU where hospitals do not have preferences over residents, which is also known as the House Allocation problem with lower and upper quotas. Last, we investigate the parameterized complexity of these three NP-hard problems when preferences may contain ties.
在具有较低和较高配额的NP困难的医院居民问题(HR-QLU)中,目标是找到居民与医院的稳定匹配,其中与医院匹配的居民数量在其较低和较高配额之间或为零。我们从参数化复杂性的角度分析了这个问题,使用了几个自然参数,如医院数量和居民数量。此外,在回答Biró等人的一个公开问题[TCS 2010]时,我们提出了一种相关的多项式时间算法,该算法在具有最大较低配额2的实例上找到稳定匹配(如果存在)。除了HR-QLU,我们还考虑了两个密切相关的独立利益模型,即HR-QLU的特殊情况,其中每个医院只有较低的配额而没有较高的配额,以及HR-QLU在医院对居民没有偏好的情况下的变化,这也被称为具有较低和较高配额的住房分配问题。最后,当偏好可能包含联系时,我们研究了这三个NP难题的参数化复杂性。
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引用次数: 9
The Price of Anarchy of Two-Buyer Sequential Multiunit Auctions 双买家顺序多单位拍卖的无政府价格
IF 1.2 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2020-07-20 DOI: 10.1145/3584864
Mete cSeref Ahunbay, A. Vetta
We study the efficiency of first-/second-price sequential multiunit auctions with two buyers and complete information. Extending the primal-dual framework for obtaining efficiency bounds to this sequential setting, we obtain tight price of anarchy bounds. For general valuation functions, we show that the price of anarchy is exactly 1/T for auctions with T items for sale. For concave valuation functions, we show that the price of anarchy is bounded below by 1-1/e≃ 0.632. This bound is asymptotically tight as the number of items sold tends to infinity.
本文研究了具有两个买家和完全信息的第一/第二价格顺序多单元拍卖的效率。将求效率界的原始-对偶框架推广到这一序列设置,得到了无状态界的紧价。对于一般估价函数,我们证明无政府状态的价格恰好是1/T,拍卖有T个物品出售。对于凹形评价函数,我们证明了无政府状态的价格以1-1/e≃0.632为界。当出售的商品数量趋于无穷大时,这个界限是渐近紧的。
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引用次数: 2
Nash Social Welfare in Selfish and Online Load Balancing 自私与在线负载均衡中的纳什社会福利
IF 1.2 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2020-07-16 DOI: 10.1145/3544978
Vittorio Bilò, G. Monaco, L. Moscardelli, Cosimo Vinci
In load-balancing problems there is a set of clients, each wishing to select a resource from a set of permissible ones to execute a certain task. Each resource has a latency function, which depends on its workload, and a client’s cost is the completion time of her chosen resource. Two fundamental variants of load-balancing problems are selfish load balancing (a.k.a. load-balancing games), where clients are non-cooperative selfish players aimed at minimizing their own cost solely, and online load balancing, where clients appear online and have to be irrevocably assigned to a resource without any knowledge about future requests. We revisit both problems under the objective of minimizing the Nash Social Welfare, i.e., the geometric mean of the clients’ costs. To the best of our knowledge, despite being a celebrated welfare estimator in many social contexts, the Nash Social Welfare has not been considered so far as a benchmarking quality measure in load-balancing problems. We provide tight bounds on the price of anarchy of pure Nash equilibria and on the competitive ratio of the greedy algorithm under very general latency functions, including polynomial ones. For this particular class, we also prove that the greedy strategy is optimal, as it matches the performance of any possible online algorithm.
在负载平衡问题中,有一组客户端,每个客户端都希望从一组允许的资源中选择一个资源来执行某个任务。每个资源都有一个延迟函数,这取决于其工作负载,而客户的成本是她选择的资源的完成时间。负载平衡问题的两个基本变体是自私负载平衡(也称为负载平衡游戏)和在线负载平衡,前者的客户是不合作的自私玩家,其目的仅是最大限度地降低自身成本;后者的客户出现在网上,必须在不知道未来请求的情况下不可撤销地分配给资源。我们在最小化纳什社会福利(即客户成本的几何平均值)的目标下重新审视了这两个问题。据我们所知,尽管纳什社会福利在许多社会背景下都是一个著名的福利估算者,但到目前为止,纳什社会福利还没有被视为负载平衡问题的基准质量衡量标准。我们给出了纯纳什均衡的无政府状态价格和贪婪算法在非常一般的潜伏函数(包括多项式潜伏函数)下的竞争比的紧界。对于这个特定的类,我们还证明了贪婪策略是最优的,因为它与任何可能的在线算法的性能相匹配。
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引用次数: 6
Learning Strong Substitutes Demand via Queries 通过查询学习强大的替代品需求
IF 1.2 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2020-05-04 DOI: 10.1145/3546604
P. Goldberg, Edwin Lock, Francisco Javier Marmolejo-Cossío
This article addresses the computational challenges of learning strong substitutes demand when given access to a demand (or valuation) oracle. Strong substitutes demand generalises the well-studied gross substitutes demand to a multi-unit setting. Recent work by Baldwin and Klemperer shows that any such demand can be expressed in a natural way as a finite list of weighted bid vectors. A simplified version of this bidding language has been used by the Bank of England. Assuming access to a demand oracle, we provide an algorithm that computes the unique list of weighted bid vectors corresponding to a bidder’s demand preferences. In the special case where their demand can be expressed using positive bids only, we have an efficient algorithm that learns this list in linear time. We also show super-polynomial lower bounds on the query complexity of computing the list of bids in the general case where bids may be positive and negative. Our algorithms constitute the first systematic approach for bidders to construct a bid list corresponding to non-trivial demand, allowing them to participate in “product-mix” auctions.
本文解决了在访问需求(或估价)预言机时学习强替代需求的计算挑战。强大的替代品需求将经过充分研究的总替代品需求概括为多单位环境。Baldwin和Klemperer最近的工作表明,任何这样的需求都可以用一种自然的方式表示为加权投标向量的有限列表。英格兰银行已使用该投标语言的简化版本。假设访问需求预言机,我们提供了一种算法,该算法计算与投标人的需求偏好相对应的加权投标矢量的唯一列表。在他们的需求只能使用正出价来表达的特殊情况下,我们有一个有效的算法,可以在线性时间内学习这个列表。我们还展示了在投标可能是正的和负的一般情况下,计算投标列表的查询复杂度的超多项式下界。我们的算法构成了投标人构建与非琐碎需求相对应的投标清单的第一种系统方法,使他们能够参与“产品组合”拍卖。
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引用次数: 3
Finding Fair and Efficient Allocations for Matroid Rank Valuations 寻找矩阵秩估值的公平和有效分配
IF 1.2 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2020-03-16 DOI: 10.1007/978-3-030-57980-7_3
Nawal Benabbou, Mithun Chakraborty, Ayumi Igarashi, Yair Zick
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引用次数: 45
On Communication Complexity of Fixed Point Computation 不动点计算的通信复杂性
IF 1.2 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS Pub Date : 2019-09-24 DOI: 10.1145/3485004
Anat Ganor, S. KarthikC., Dömötör Pálvölgyi
Brouwer’s fixed point theorem states that any continuous function from a compact convex space to itself has a fixed point. Roughgarden and Weinstein (FOCS 2016) initiated the study of fixed point computation in the two-player communication model, where each player gets a function from [0,1]^n to [0,1]^n, and their goal is to find an approximate fixed point of the composition of the two functions. They left it as an open question to show a lower bound of 2^{Omega (n)} for the (randomized) communication complexity of this problem, in the range of parameters which make it a total search problem. We answer this question affirmatively. Additionally, we introduce two natural fixed point problems in the two-player communication model. Each player is given a function from [0,1]^n to [0,1]^{n/2}, and their goal is to find an approximate fixed point of the concatenation of the functions. Each player is given a function from [0,1]^n to [0,1]^{n}, and their goal is to find an approximate fixed point of the mean of the functions. We show a randomized communication complexity lower bound of 2^{Omega (n)} for these problems (for some constant approximation factor). Finally, we initiate the study of finding a panchromatic simplex in a Sperner-coloring of a triangulation (guaranteed by Sperner’s lemma) in the two-player communication model: A triangulation T of the d-simplex is publicly known and one player is given a set S_Asubset T and a coloring function from S_A to lbrace 0,ldots ,d/2rbrace, and the other player is given a set S_Bsubset T and a coloring function from S_B to lbrace d/2+1,ldots ,drbrace, such that S_Adot{cup }S_B=T, and their goal is to find a panchromatic simplex. We show a randomized communication complexity lower bound of |T|^{Omega (1)} for the aforementioned problem as well (when d is large). On the positive side, we show that if dle 4 then there is a deterministic protocol for the Sperner problem with O((log |T|)^2) bits of communication.
布劳沃不动点定理指出,从紧致凸空间到其自身的任何连续函数都有一个不动点。Roughgarden和Weinstein(FOCS 2016)发起了对两人通信模型中不动点计算的研究,其中每个玩家都得到一个从[0,1]^n到[0,1]^ n的函数,他们的目标是找到两个函数组成的近似不动点。他们将其作为一个悬而未决的问题,以显示该问题的(随机)通信复杂性的下限2^{Omega(n)},在使其成为一个整体搜索问题的参数范围内。我们肯定地回答了这个问题。此外,我们还介绍了两人通信模型中的两个自然不动点问题。每个参与者都被赋予一个从[0,1]^n到[0,1]^{n/2}的函数,他们的目标是找到函数串联的近似不动点。每个参与者都被赋予一个从[0,1]^n到[0,1]^{n}的函数,他们的目标是找到函数平均值的近似不动点。我们给出了这些问题的随机通信复杂度下界2^{Omega(n)}(对于某个常数近似因子)。最后,我们开始研究在两人通信模型中三角剖分的Sperner染色(由Sperner引理保证)中寻找全色单纯形:d-单纯形的三角剖分T是已知的,并且给一人一个集合s_asubet T和从s_a到lbrace 0,ldots,d/2rbrace的着色函数,给另一个参与者一个集合S_Bsubet T和一个从S_B到lbrace d/2+1,ldots,drbrace的着色函数,使得S_adot{cup}S_B=T,并且他们的目标是找到全色单纯形。对于上述问题(当d很大时),我们也给出了|T|^{Omega(1)}的随机通信复杂度下界。从积极的方面来看,我们证明了如果dle 4,那么对于具有O(log|T|)^2)个通信比特的Sperner问题,存在一个确定性协议。
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引用次数: 4
期刊
ACM Transactions on Economics and Computation
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