Abstract
It is well known that the greedy algorithm minimizes \( \sum\nolimits_{i \in A} {{C_i}} \) subject to A ∈ ß where ß is the set of bases of a matroid and C i is the deterministic cost assigned to element i. In this paper, we consider the case that C i are random costs which are ordered with respect to some stochastic ordering relation. We will show that the optimality of the greedy algorithm holds for a broad class of stochastic orders.
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References
Bessler, S.A. and Veinott, A.F. (1966), “Optimal policy for a dynamic multi-echelon inventory model,” Naval Research Logistics Quarterly 13, 355–389.
Buyukkoc, C., Varaiya, P. and Walrand, J. (1985), “The cμ rule revisited,” Advances in Applied Probability 17, 237–238.
Gittins, J.C. (1979), “Bandit processes and dynamic allocation indices,” Journal of the Royal Statistical Society 41, 148–177.
Hirayama, T., Kijima, M. and Nishimura, S. (1989), “Further results for dynamic scheduling of multiclass G/G/1 queues,” Journal of Applied Probability 26, 595–603.
Ishii, H. and Nishida, T. (1983), “Stochastic bottleneck spanning tree problem,” Networks 13, 443–449.
Katoh, N. and Ibaraki, T. (1983), “A polynomial time algorithm for a chance-constrained single machine scheduling problem,” Operations Research Letters 2, 62–65.
Kijima, M. and Ohnishi, M. (1996), “Portfolio selection problems via the bivariate characterization of stochastic dominance relations,” to appear in Mathematical Finance.
Lawler, E. L. (1976), Combinatorial Optimization: Networks and Matroids, Holt, Rinehart and Winston, New York.
Shaked, M. and Shanthikumar, J.G. (1994), Stochastic Orders and Their Applications, Academic Press, San Diego.
Shanthikumar, J.G. and Yao, D.D. (1992), “Multiclass queueing systems: Polymatroidal structure and optimal scheduling control,” Operations Research 40, S293–S299.
Stoyan, D. (1983), Comparison Methods for Queues and Other Stochastic Models, (Edited with Revision by Daley, D. J.) John Wiley &Sons, Chichester.
Welsh, D.J.A. (1976), Matroid Theory, Academic Press, New York.
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© 1997 Springer-Verlag Berlin Heidelberg
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Kijima, M., Tamura, A. (1997). On the Greedy Algorithm for Stochastic Optimization Problems. In: Christer, A.H., Osaki, S., Thomas, L.C. (eds) Stochastic Modelling in Innovative Manufacturing. Lecture Notes in Economics and Mathematical Systems, vol 445. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-59105-1_2
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DOI: https://doi.org/10.1007/978-3-642-59105-1_2
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-61768-6
Online ISBN: 978-3-642-59105-1
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