On the length of simplex paths: The assignment case |
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Authors: | P. O. Lindberg Snjólfur Ólafsson |
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Affiliation: | (1) Department of Mathematics, Royal Institute of Technology, Stockholm, Sweden;(2) Science Institute, University of Iceland, Dunhaga 3, 107 Reykjavik, Iceland |
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Abstract: | This paper reports on an experimental study of the distribution of the length of simplex paths for the Optimal Assignment Problem. We study the distribution of the pivot counts for a version of the simplex method that with essentially equal probabilities introduces any variable with negative reduced cost into the basis. In this situation the distribution of the pivot counts turns out to be normally distributed and independent of the actual cost coefficients, provided these are sufficiently spread out. Further, the mean and standard deviation grow only moderately with the size of the problem, namely asd 1.8, andd 1.5 respectively for ad×d problem, implying in particular that the pivot counts concentrate around the mean with growingd. The usual simplex method on the other hand gives a growth ofd 1.6. Hence a large part of the favourable polynomial growth experienced on practical problems may be attributed to the fact that the simplex paths are rather short on the average, at least for assignment problems. |
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Keywords: | Linear Programming Simplex paths Number of pivots Assignment Problems Polynomial Growth |
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