Kernelization Algorithms for Packing Problems Allowing Overlaps (Extended Version)

preprint2015arXivOpen access

Abstract

We consider the problem of discovering overlapping communities in networks which we model as generalizations of Graph Packing problems with overlap. We seek a collection S′⊆S\mathcal{S}' \subseteq \mathcal{S} consisting of at least kk sets subject to certain disjointness restrictions. In the rr-Set Packing with tt-Membership, each element of U\mathcal{U} belongs to at most tt sets of S′\mathcal{S'} while in tt-Overlap each pair of sets in S′\mathcal{S'} overlaps in at most tt elements. Each set of S\mathcal{S} has at most rr elements. Similarly, both of our graph packing problems seek a collection K\mathcal{K} of at least kk subgraphs in a graph GG each isomorphic to a graph H∈HH \in \mathcal{H}. In H\mathcal{H}-Packing with tt-Membership, each vertex of GG belongs to at most tt subgraphs of K\mathcal{K} while in tt-Overlap each pair of subgraphs in K\mathcal{K} overlaps in at most tt vertices. Each member of H\mathcal{H} has at most rr vertices and mm edges. We show NP-Completeness results for all of our packing problems and we give a dichotomy result for the H\mathcal{H}-Packing with tt-Membership problem analogous to the Kirkpatrick and Hell \cite{Kirk78}. We reduce the rr-Set Packing with tt-Membership to a problem kernel with O((r+1)rkr)O((r+1)^r k^{r}) elements while we achieve a kernel with O(rrkr−t−1)O(r^r k^{r-t-1}) elements for the rr-Set Packing with tt-Overlap. In addition, we reduce the H\mathcal{H}-Packing with tt-Membership and its edge version to problem kernels with O((r+1)rkr)O((r+1)^r k^{r}) and O((m+1)mkm)O((m+1)^{m} k^{m}) vertices, respectively. On the other hand, we achieve kernels with O(rrkr−t−1)O(r^r k^{r-t-1}) and O(mmkm−t−1)O(m^{m} k^{m-t-1}) vertices for the H\mathcal{H}-Packing with tt-Overlap and its edge version, respectively. In all cases, kk is the input parameter while tt, rr, and mm are constants.

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