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 Vol. 137; no. 1-2; pp. 325 - 341 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Berlin/Heidelberg
Springer-Verlag
01.02.2013
Springer Nature B.V |
Subjects | |
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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Bibliography: | SourceType-Scholarly Journals-1 ObjectType-Feature-1 content type line 14 ObjectType-Article-2 content type line 23 |
ISSN: | 0025-5610 1436-4646 |
DOI: | 10.1007/s10107-011-0490-y |