On the Efficiency-Fairness Trade-off

被引:193
|
作者
Bertsimas, Dimitris [1 ]
Farias, Vivek F. [1 ]
Trichakis, Nikolaos [2 ]
机构
[1] MIT, MIT Sloan Sch Management & Operat Res Ctr, Cambridge, MA 02139 USA
[2] Harvard Univ, Harvard Business Sch, Boston, MA 02163 USA
基金
美国国家科学基金会;
关键词
programming; nonlinear; theory; decision analysis; multiple criteria; games-group decisions; bargaining; fairness; NETWORKS;
D O I
10.1287/mnsc.1120.1549
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper deals with a basic issue: How does one approach the problem of designing the "right" objective for a given resource allocation problem? The notion of what is right can be fairly nebulous; we consider two issues that we see as key: efficiency and fairness. We approach the problem of designing objectives that account for the natural tension between efficiency and fairness in the context of a framework that captures a number of resource allocation problems of interest to managers. More precisely, we consider a rich family of objectives that have been well studied in the literature for their fairness properties. We deal with the problem of selecting the appropriate objective from this family. We characterize the trade-off achieved between efficiency and fairness as one selects different objectives and develop several concrete managerial prescriptions for the selection problem based on this trade-off. Finally, we demonstrate the value of our framework in a case study that considers air traffic management.
引用
收藏
页码:2234 / 2250
页数:17
相关论文
共 50 条
  • [41] On the Capacity and Spatial Fairness Trade-off in Planning Sectorization and Frequency Reuse
    Imran, Ali
    Yaacoub, Elias
    Dawy, Zaher
    Abu-Dayya, Adnan
    2013 THIRD INTERNATIONAL CONFERENCE ON COMMUNICATIONS AND INFORMATION TECHNOLOGY (ICCIT), 2013, : 406 - 410
  • [42] Fairness-Energy-Throughput Optimized Trade-off in Wireless Networks
    Gueguen, Cedric
    Manini, Malo
    2018 INTERNATIONAL CONFERENCE ON COMPUTING, NETWORKING AND COMMUNICATIONS (ICNC), 2018, : 815 - 821
  • [43] Causality-Aided Trade-off Analysis for Machine Learning Fairness
    Ji, Zhenlan
    Ma, Pingchuan
    Wang, Shuai
    Li, Yanhui
    2023 38TH IEEE/ACM INTERNATIONAL CONFERENCE ON AUTOMATED SOFTWARE ENGINEERING, ASE, 2023, : 371 - 383
  • [44] Fairness and Throughput Trade-Off Analysis for UMTS WCDMA Network Planning
    D. C. Tsilimantos
    D. A. Zarbouti
    G. V. Tsoulos
    G. E. Athanasiadou
    D. I. Kaklamani
    Wireless Personal Communications, 2011, 56 : 693 - 714
  • [45] Link Adaptation in Massive MIMO: Throughput-Fairness Trade-Off
    Blandino, Steve
    Desset, Claude
    Chiumento, Alessandro
    Bourdoux, Andre
    Van der Perre, Liesbet
    Pollin, Sofie
    2017 IEEE SYMPOSIUM ON COMMUNICATIONS AND VEHICULAR TECHNOLOGY (SCVT), 2017,
  • [46] A MINIMAX FRAMEWORK FOR QUANTIFYING RISK-FAIRNESS TRADE-OFF IN REGRESSION
    Chzhen, Evgenii
    Schreuder, Nicolas
    ANNALS OF STATISTICS, 2022, 50 (04): : 2416 - 2442
  • [47] Fairness and Throughput Trade-Off Analysis for UMTS WCDMA Network Planning
    Tsilimantos, D. C.
    Zarbouti, D. A.
    Tsoulos, G. V.
    Athanasiadou, G. E.
    Kaklamani, D. I.
    WIRELESS PERSONAL COMMUNICATIONS, 2011, 56 (04) : 693 - 714
  • [48] Emergent Unfairness in Algorithmic Fairness-Accuracy Trade-Off Research
    Cooper, A. Feder
    Abrams, Ellen
    AIES '21: PROCEEDINGS OF THE 2021 AAAI/ACM CONFERENCE ON AI, ETHICS, AND SOCIETY, 2021, : 46 - 54
  • [49] Exploring the trade-off between quality and fairness in human partner choice
    Raihani, Nichola J.
    Barclay, Pat
    Royal Society Open Science, 2016, 3 (11):
  • [50] Exploring the Throughput-Fairness Trade-off on Asymmetric Multicore Systems
    Carlos Saez, Juan
    Pousa, Adrian
    Castro, Fernando
    Chaver, Daniel
    Prieto-Matias, Manuel
    EURO-PAR 2014: PARALLEL PROCESSING WORKSHOPS, PT II, 2014, 8806 : 326 - 337