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n-Fold integer programming in cubic time
n -Fold integer programming is a fundamental problem with a variety of natural applications in operations research and statistics. Moreover, it is universal and provides a new, variable-dimension, parametrization of all of integer programming. The fastest algorithm for n -fold integer programming pr...
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Published in: | Mathematical programming 2013-02, Vol.137 (1-2), p.325-341 |
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Main Authors: | , , |
Format: | Article |
Language: | English |
Subjects: | |
Citations: | Items that this one cites Items that cite this one |
Online Access: | Get full text |
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Summary: | n
-Fold integer programming is a fundamental problem with a variety of natural applications in operations research and statistics. Moreover, it is universal and provides a new, variable-dimension, parametrization of all of integer programming. The fastest algorithm for
n
-fold integer programming predating the present article runs in time
with
L
the binary length of the numerical part of the input and
g
(
A
) the so-called Graver complexity of the bimatrix
A
defining the system. In this article we provide a drastic improvement and establish an algorithm which runs in time
O
(
n
3
L
) having cubic dependency on
n
regardless of the bimatrix
A
. Our algorithm works for separable convex piecewise affine objectives as well. Moreover, it can be used to define a hierarchy of approximations for any integer programming problem. |
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ISSN: | 0025-5610 1436-4646 |
DOI: | 10.1007/s10107-011-0490-y |