Asymptotic Welfare Performance of Boston Assignment Algorithms

Q1 Mathematics Stochastic Systems Pub Date : 2022-05-30 DOI:10.1287/stsy.2022.0104
G. Pritchard, Mark C. Wilson
{"title":"Asymptotic Welfare Performance of Boston Assignment Algorithms","authors":"G. Pritchard, Mark C. Wilson","doi":"10.1287/stsy.2022.0104","DOIUrl":null,"url":null,"abstract":"We make a detailed analysis in a special case of the Boston algorithm, which is widely used around the world to assign students to schools. We compute the limiting distribution in large random markets of both the utilitarian welfare and the order bias, a recently introduced average-case fairness measure. Our results show that the differences in utilitarian welfare between the Boston algorithms and the serial dictatorship (SD) algorithm are small and positive, whereas the differences in terms of order bias are large and positive. The naive implementation of the Boston algorithm beats its adaptive implementation on both utilitarian welfare and order bias, and both apparently beat SD on both criteria. In order to establish our results, we derive several basic results on the time evolution of the assignments made by the algorithms, which we expect to be useful for other applications. For example, we compute limiting distributions as a function of [Formula: see text] of the exit time and preference rank obtained for an arbitrary agent whose initial relative position in the tiebreak order is θ.","PeriodicalId":36337,"journal":{"name":"Stochastic Systems","volume":" ","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2022-05-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Stochastic Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1287/stsy.2022.0104","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"Mathematics","Score":null,"Total":0}
引用次数: 0

Abstract

We make a detailed analysis in a special case of the Boston algorithm, which is widely used around the world to assign students to schools. We compute the limiting distribution in large random markets of both the utilitarian welfare and the order bias, a recently introduced average-case fairness measure. Our results show that the differences in utilitarian welfare between the Boston algorithms and the serial dictatorship (SD) algorithm are small and positive, whereas the differences in terms of order bias are large and positive. The naive implementation of the Boston algorithm beats its adaptive implementation on both utilitarian welfare and order bias, and both apparently beat SD on both criteria. In order to establish our results, we derive several basic results on the time evolution of the assignments made by the algorithms, which we expect to be useful for other applications. For example, we compute limiting distributions as a function of [Formula: see text] of the exit time and preference rank obtained for an arbitrary agent whose initial relative position in the tiebreak order is θ.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
波士顿分配算法的渐近福利性能
我们对波士顿算法的一个特例进行了详细的分析,该算法在世界范围内广泛用于分配学生到学校。我们计算了大型随机市场中功利主义福利和秩序偏差的极限分布,秩序偏差是最近引入的一种平均情况下的公平度量。我们的研究结果表明,波士顿算法与序列独裁(SD)算法之间的功利福利差异很小且为正,而顺序偏差方面的差异很大且为正。波士顿算法的天真实现在功利福利和秩序偏差方面都优于自适应实现,而且在这两个标准上都明显优于SD。为了建立我们的结果,我们得到了几个关于算法分配的时间演化的基本结果,我们希望这些结果对其他应用有帮助。例如,我们计算极限分布作为[公式:见文本]的退出时间和偏好等级的函数,对于任意代理,其初始相对位置在破局顺序中为θ。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Stochastic Systems
Stochastic Systems Decision Sciences-Statistics, Probability and Uncertainty
CiteScore
3.70
自引率
0.00%
发文量
18
期刊最新文献
Sharp Waiting-Time Bounds for Multiserver Jobs Asymptotic Optimality of Switched Control Policies in a Simple Parallel Server System Under an Extended Heavy Traffic Condition Distributionally Robust Observable Strategic Queues The BAR Approach for Multiclass Queueing Networks with SBP Service Policies Ergodic Control of Bipartite Matching Queues with Class Change and Matching Failure
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1