Emergent Mind

Annotating Simplices with a Homology Basis and Its Applications

(1107.3793)
Published Jul 19, 2011 in cs.CG and cs.DS

Abstract

Let $K$ be a simplicial complex and $g$ the rank of its $p$-th homology group $Hp(K)$ defined with $Z2$ coefficients. We show that we can compute a basis $H$ of $Hp(K)$ and annotate each $p$-simplex of $K$ with a binary vector of length $g$ with the following property: the annotations, summed over all $p$-simplices in any $p$-cycle $z$, provide the coordinate vector of the homology class $[z]$ in the basis $H$. The basis and the annotations for all simplices can be computed in $O(n{\omega})$ time, where $n$ is the size of $K$ and $\omega<2.376$ is a quantity so that two $n\times n$ matrices can be multiplied in $O(n{\omega})$ time. The pre-computation of annotations permits answering queries about the independence or the triviality of $p$-cycles efficiently. Using annotations of edges in 2-complexes, we derive better algorithms for computing optimal basis and optimal homologous cycles in 1-dimensional homology. Specifically, for computing an optimal basis of $H1(K)$, we improve the time complexity known for the problem from $O(n4)$ to $O(n{\omega}+n2g{\omega-1})$. Here $n$ denotes the size of the 2-skeleton of $K$ and $g$ the rank of $H_1(K)$. Computing an optimal cycle homologous to a given 1-cycle is NP-hard even for surfaces and an algorithm taking $2{O(g)}n\log n$ time is known for surfaces. We extend this algorithm to work with arbitrary 2-complexes in $O(n{\omega})+2{O(g)}n2\log n$ time using annotations.

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