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Mathematics of Operations Research
Article . 2000 . Peer-reviewed
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Multimodularity, Convexity, and Optimization Properties

Multimodularity, convexity, and optimization properties
Authors: Altman, Eitan; Gaujal, Bruno; Hordijk, Arie;

Multimodularity, Convexity, and Optimization Properties

Abstract

In this paper we investigate the properties of multimodular functions. In doing so we give elementary proofs for properties already established by Hajek and we generalize some of his results. In particular, we extend the relation between convexity and multimodularity to some convex subsets of ℤm. We also obtain general optimization results for average costs related to a sequence of multimodular functions rather than to a single function. Under this general context, we show that the expected average cost problem is optimized by using regular sequences. We finally illustrate the usefulness of this theory in admission control into a D/D/1 queue with fixed batch arrivals, with no state information. We show that the regular policy minimizes the average queue length for the case of an infinite queue, but not for the case of a finite queue. When further adding a constraint on the losses, it is shown that a regular policy is also optimal for the finite queue case.

Keywords

ACM: G.: Mathematics of Computing/G.3: PROBABILITY AND STATISTICS, [MATH.MATH-PR] Mathematics [math]/Probability [math.PR], 330, suites équilibrées, balanced sequences, Queueing theory (aspects of probability theory), ACM: C.: Computer Systems Organization/C.4: PERFORMANCE OF SYSTEMS, 510, admission control into a queue, [INFO.INFO-NI]Computer Science [cs]/Networking and Internet Architecture [cs.NI], contrôle d'admission, Convex functions and convex programs in convex geometry, Queues and service in operations research, multimodularité, [INFO.INFO-NI] Computer Science [cs]/Networking and Internet Architecture [cs.NI], convexity, regular sequences, [MATH.MATH-OC] Mathematics [math]/Optimization and Control [math.OC], multimodular functions, ACM: C.: Computer Systems Organization/C.2: COMPUTER-COMMUNICATION NETWORKS, [MATH.MATH-PR]Mathematics [math]/Probability [math.PR], convexité, [MATH.MATH-OC]Mathematics [math]/Optimization and Control [math.OC]

  • BIP!
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    citations
    This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    94
    popularity
    This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
    Top 10%
    influence
    This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
    Top 1%
    impulse
    This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
    Top 10%
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citations
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
94
Top 10%
Top 1%
Top 10%
Green
bronze