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Optimal Homologous Cycles, Total Unimodularity, and Linear Programming
Algebra & Discrete Mathematics| Speaker: | Bala Krishnamoorthy, Washington State University |
| Location: | 1147 MSB |
| Start time: | Fri, Apr 30 2010, 11:00AM |
Description
Given a simplicial complex with weights on its simplices, and a
nontrivial cycle on it, we are interested in finding the cycle with
minimal weight which is homologous to the given one. A recent result
showed that this problem is NP-hard when the homology is defined
using binary coefficients, which is intuitive and easy to deal
with. In this paper we consider homology defined with integer
coefficients. We show that the boundary matrix of a finite
simplicial complex is totally unimodular if and only if the
simplicial complex is relatively torsion-free with the homology
defined relative to all pure subcomplexes of appropriate
dimensions. Because of the total unimodularity of the boundary
matrix, we can solve the optimization problem, which is inherently
an integer programming problem, as a linear program and obtain an
integer solution. Thus the problem of finding optimal cycles in a
given homology class can be solved in polynomial time. One
consequence of our result, among others, is that one can compute in
polynomial time an optimal (d-1)-cycle in a given homology class for
any triangulation of an orientable compact d-manifold or for any
finite simplicial complex embedded in d-dimensional space. Our
optimization approach can also be used for various related problems,
such as finding an optimal chain to a given one when these are not
cycles.
This is joint work with Tamal Dey at Ohio State University and Anil
Hirani at University of Illinois. The paper is available on arXiv:
http://arxiv.org/abs/1001.0338.
