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A resource-allocation queueing fairness measure

Published:01 June 2004Publication History
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Abstract

Fairness is a major issue in the operation of queues, perhaps it is the reason why queues were formed in the first place. Recent studies show that the fairness of a queueing system is important to customers not less than the actual delay they experience. Despite this observation little research has been conducted to study fairness in queues, and no commonly agreed upon measure of queue fairness exists. Two recent research exceptions are Avi-Itzhak and Levy [1], where a fairness measure is proposed, and Wierman and Harchol-Balter [18] (this conference, 2003), where a criterion is proposed for classifying service policies as fair or unfair; the criterion focuses on customer service requirement and deals with fairness with respect to service times.In this work we recognize that the inherent behavior of a queueing system is governed by two major factors: Job seniority (arrival times) and job service requirement (service time). Thus, it is desired that a queueing fairness measure would account for both. To this end we propose a Resource Allocation Queueing Fairness Measure, (RAQFM), that accounts for both relative job seniority and relative service time. The measure allows accounting for individual job discrimination as well as system unfairness. The system measure forms a full scale that can be used to evaluate the level of unfairness under various queueing disciplines. We present several basic properties of the measure. We derive the individual measure as well as the system measure for an M/M/1 queue under five fundamental service policies: Processor Sharing (PS), First Come First Served (FCFS), Non-Preemptive Last Come First Served (NP-LCFS), Preemptive Last Come First Served (P-LCFS), and Random Order of Service (ROS). The results of RAQFM are then compared to those of Wierman and Harchol-Balter [18], and the quite intriguing observed differences are discussed.

References

  1. B. Avi-Itzhak and H. Levy. On measuring fairness in queues. Advances of Applied Probability, to appear, 2004.Google ScholarGoogle Scholar
  2. E. G. Coffman, Jr., R. R. Muntz, and H. Trotter. Waiting time distribution for processor-sharing systems. J. ACM, 17:123--130, 1970. Google ScholarGoogle ScholarDigital LibraryDigital Library
  3. A. Demers, S. Keshav, and S. Shenker. Analysis and simulation of a fair queueing algorithm. Internetworking Research and Experience, 1:3--26, 1990.Google ScholarGoogle Scholar
  4. A. G. Greenberg and N. Madras. How fair is fair queueing? Journal of the ACM, 3(39):568--598, 1992. Google ScholarGoogle ScholarDigital LibraryDigital Library
  5. M. Harchol-Balter, B. Schroeder, N. Bansal, and M. Agrawal. Size-based scheduling to improve web performance. ACM Transactions on Computer Systems, 21(2):207--233, May 2003. Google ScholarGoogle ScholarDigital LibraryDigital Library
  6. L. Kleinrock. Analysis of a time-shared processor. Nav. Res. Log. Quarterly, 11:59--73, 1964.Google ScholarGoogle ScholarCross RefCross Ref
  7. L. Kleinrock. Time-shared systems: A theoretical treatment. J. ACM, 14:242--261, 1967. Google ScholarGoogle ScholarDigital LibraryDigital Library
  8. R. C. Larson. Perspective on queues: Social justice and the psychology of queueing. Operations Research, 35:895--905, Nov-Dec 1987.Google ScholarGoogle ScholarDigital LibraryDigital Library
  9. I. Mann. Queue culture: The waiting line as a social system. Am. J. Sociol., 75:340--354, 1969.Google ScholarGoogle ScholarCross RefCross Ref
  10. C. Palm. Methods of judging the annoyance caused by congestion. Tele. (English Ed.), 2:1--20, 1953.Google ScholarGoogle Scholar
  11. A. Parekh and R. G. Gallager. A generalized processor sharing approach to flow control in integrated services networks: The single node case. IEEE/ACM Trans. Networking, 1:344--357, June 1993. Google ScholarGoogle ScholarDigital LibraryDigital Library
  12. A. Parekh and R. G. Gallager. A generalized processor sharing approach to flow control in integrated services networks: The multiple node case. IEEE/ACM Trans. Networking, 2:137--150, 1994. Google ScholarGoogle ScholarDigital LibraryDigital Library
  13. A. Rafaeli, G. Barron, and K. Haber. The effects of queue structure on attitudes. Journal of Service Research, 5(2):125--139, 2002.Google ScholarGoogle ScholarCross RefCross Ref
  14. A. Rafaeli, E. Kedmi, D. Vashdi, and G. Barron. Queues and fairness: A multiple study investigation. Faculty of Industrial Engineering and Management, Technion. Haifa, Israel. Under review, 2003.Google ScholarGoogle Scholar
  15. D. Raz, B. Avi-Itzhak, and H. Levy. Classes, priorities and fairness in queueing systems. Forthcoming, 2004.Google ScholarGoogle Scholar
  16. Y. T. Wang and R. J. T. Morris. Load sharing in distributed systems. IEEE Trans. on computers, C-34(3):204--217, 1985.Google ScholarGoogle ScholarDigital LibraryDigital Library
  17. W. Whitt. The amount of overtaking in a network of queues. Networks, 14(3):411--426, 1984.Google ScholarGoogle ScholarCross RefCross Ref
  18. A. Wierman and M. Harchol-Balter. Classifying scheduling policies with respect to unfairness in an M/GI/1. In Proceedings of ACM Sigmetrics 2003 Conference on Measurement and Modeling of Computer Systems, San Diego, CA, June 2003. Google ScholarGoogle ScholarDigital LibraryDigital Library

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              cover image ACM SIGMETRICS Performance Evaluation Review
              ACM SIGMETRICS Performance Evaluation Review  Volume 32, Issue 1
              June 2004
              432 pages
              ISSN:0163-5999
              DOI:10.1145/1012888
              Issue’s Table of Contents
              • cover image ACM Conferences
                SIGMETRICS '04/Performance '04: Proceedings of the joint international conference on Measurement and modeling of computer systems
                June 2004
                450 pages
                ISBN:1581138733
                DOI:10.1145/1005686

              Copyright © 2004 ACM

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              • Published: 1 June 2004

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