Title: On Light Spanners, Low-treewidth Embeddings and Efficient Traversing in Minor-free Graphs
Understanding the structure of minor-free metrics, namely shortest path metrics obtained over a weighted graph excluding a fixed minor, has been an important research direction since the fundamental work of Robertson and Seymour. A fundamental idea that helps both to understand the structural properties of these metrics and lead to strong algorithmic results is to construct a “small-complexity” graph that approximately preserves distances between pairs of points of the metric. We show the two following structural results for minor-free metrics: 1) Construction of a light subset spanner. Given a subset of vertices called terminals, and ϵ, in polynomial time we construct a sub graph that preserves all pairwise distances between terminals up to a multiplicative 1+ϵ factor, of total weight at most Oϵ(1) times the weight of the minimal Steiner tree spanning the terminals. 2) Construction of a stochastic metric embedding into low treewidth graphs with expected additive distortion ϵD. Namely, given a minor-free graph G=(V,E,w) of diameter D, and parameter ϵ, we construct a distribution D over dominating metric embeddings into treewidth-Oϵ(log n) graphs such that ∀u,v∈V, Ef∼D[dH(f(u),f(v))]≤dG(u,v)+ϵD. Our results have the following algorithmic consequences: (1) the first efficient approximation scheme for subset TSP in minor-free metrics; (2) the first approximation scheme for bounded-capacity vehicle routing in minor-free metrics; (3) the first efficient approximation scheme for bounded-capacity vehicle routing on bounded genus metrics. En route to the latter result, we design the first FPT approximation scheme for bounded-capacity vehicle routing on bounded-treewidth graphs (parameterized by the treewidth). more »« less
Becker, Amariah; Klein, Philip N; Schild, Aaron
(, Proceedings of the 16th International Symposium on Algorithms and Data Structures, WADS 2019)
null
(Ed.)
The Capacitated Vehicle Routing problem is to find a minimum-cost set of tours that collectively cover clients in a graph, such that each tour starts and ends at a specified depot and is subject to a capacity bound on the number of clients it can serve. In this paper, we present a polynomial-time approximation scheme (PTAS) for instances in which the input graph is planar and the capacity is bounded. Previously, only a quasipolynomial-time approximation scheme was known for these instances. To obtain this result, we show how to embed planar graphs into bounded-treewidth graphs while preserving, in expectation, the client-to-client distances up to a small additive error proportional to client distances to the depot.
A $(β,δ,Δ)$-padded decomposition of an edge-weighted graph $G = (V,E,w)$ is a stochastic decomposition into clusters of diameter at most $$Δ$$ such that for every vertex $$v\in V$$, the probability that $$\rm{ball}_G(v,γΔ)$$ is entirely contained in the cluster containing $$v$$ is at least $$e^{-βγ}$$ for every $$γ\in [0,δ]$$. Padded decompositions have been studied for decades and have found numerous applications, including metric embedding, multicommodity flow-cut gap, multicut, and zero extension problems, to name a few. In these applications, parameter $$β$$, called the padding parameter, is the most important parameter since it decides either the distortion or the approximation ratios. For general graphs with $$n$$ vertices, $$β= Θ(\log n)$$. Klein, Plotkin, and Rao showed that $$K_r$$-minor-free graphs have padding parameter $β= O(r^3)$, which is a significant improvement over general graphs when $$r$$ is a constant. A long-standing conjecture is to construct a padded decomposition for $$K_r$$-minor-free graphs with padding parameter $$β= O(\log r)$$. Despite decades of research, the best-known result is $β= O(r)$, even for graphs with treewidth at most $$r$$. In this work, we make significant progress toward the aforementioned conjecture by showing that graphs with treewidth $$\rm{tw}$$ admit a padded decomposition with padding parameter $$O(\log \rm{tw})$$, which is tight. As corollaries, we obtain an exponential improvement in dependency on treewidth in a host of algorithmic applications: $$O(\sqrt{ \log n \cdot \log(\rm{tw})})$$ flow-cut gap, max flow-min multicut ratio of $$O(\log(\rm{tw}))$$, an $$O(\log(\rm{tw}))$$ approximation for the 0-extension problem, an $$\ell^{O(\log n)}_\infty$$ embedding with distortion $$O(\log \rm{tw})$$, and an $$O(\log \rm{tw})$$ bound for integrality gap for the uniform sparsest cut. 39 pages. This is the TheoretiCS journal version
Eli Fox-Epstein, Eli
Klein
(, Proceedings of the Thirtieth Annual {ACM-SIAM} Symposium on Discrete Algorithms)
We show that, for any ∊ > 0, there is a deterministic embedding of edge-weighted planar graphs of diameter D into bounded-treewidth graphs. The embedding has additive error ∊D. We use this construction to obtain the first efficient bicriteria approximation schemes for weighted planar graphs addressing k-Center (equivalently d-Domination), and a metric generalization of independent set, d-independent SET. The approximation schemes employ a metric generalization of Baker's framework that is based on our embedding result.
Alecu, Bogdan; Chudnovsky, Maria; Hajebi, Sepehr; Spirkl, Sophie
(, Advances in Combinatorics)
Unlike minors, the induced subgraph obstructions to bounded treewidth come in a large variety, including, for every t ∈ N, the t-basic obstructions: the graphs Kt+1 and Kt,t, along with the subdivisions of the t-by-t wall and their line graphs. But this list is far from complete. The simplest example of a “non-basic” obstruction is due to Pohoata and Davies (independently). For every n ∈ N, they construct certain graphs of treewidth n and with no 3-basic obstruction as an induced subgraph, which we call n-arrays. Let us say a graph class G is clean if the only obstructions to bounded treewidth in G are in fact the basic ones. It follows that a full description of the induced subgraph obstructions to bounded treewidth is equivalent to a characterization of all families H of graphs for which the class of all H-free graphs is clean (a graph G is H-free if no induced subgraph of G is isomorphic to any graph in H). This remains elusive, but there is an immediate necessary condition: if H-free graphs are clean, then there are only finitely many n ∈ N such that there is an n-array which is H-free. The above necessary condition is not sufficient in general. However, the situation turns out to be different if H is finite: we prove that for every finite set H of graphs, the class of all H-free graphs is clean if and only if there is no H-free n-array except possibly for finitely many values of n.
Abrishami, Tara; Chudnovsky, Maria; Hajebi, Sepehr; Spirkl, Sophie
(, The Electronic Journal of Combinatorics)
A hole in a graph $$G$$ is an induced cycle of length at least four, and an even hole is a hole of even length. The diamond is the graph obtained from the complete graph $$K_4$$ by removing an edge. A pyramid is a graph consisting of a vertex $$a$$ called the apex and a triangle $$\{b_1, b_2, b_3\}$$ called the base, and three paths $$P_i$$ from $$a$$ to $$b_i$$ for $$1 \leq i \leq 3$$, all of length at least one, such that for $$i \neq j$$, the only edge between $$P_i \setminus \{a\}$$ and $$P_j \setminus \{a\}$$ is $$b_ib_j$$, and at most one of $$P_1$$, $$P_2$$, and $$P_3$$ has length exactly one. For a family $$\mathcal{H}$$ of graphs, we say a graph $$G$$ is $$\mathcal{H}$$-free if no induced subgraph of $$G$$ is isomorphic to a member of $$\mathcal{H}$$. Cameron, da Silva, Huang, and Vušković proved that (even hole, triangle)-free graphs have treewidth at most five, which motivates studying the treewidth of even-hole-free graphs of larger clique number. Sintiari and Trotignon provided a construction of (even hole, pyramid, $$K_4$$)-free graphs of arbitrarily large treewidth. Here, we show that for every $$t$$, (even hole, pyramid, diamond, $$K_t$$)-free graphs have bounded treewidth. The graphs constructed by Sintiari and Trotignon contain diamonds, so our result is sharp in the sense that it is false if we do not exclude diamonds. Our main result is in fact more general, that treewidth is bounded in graphs excluding certain wheels and three-path-configurations, diamonds, and a fixed complete graph. The proof uses “non-crossing decompositions” methods similar to those in previous papers in this series. In previous papers, however, bounded degree was a necessary condition to prove bounded treewidth. The result of this paper is the first to use the method of “non-crossing decompositions” to prove bounded treewidth in a graph class of unbounded maximum degree.
Cohen-Addad, Vincent, Filtser, Arnold, Klein, Philip N, and Le, Hung. On Light Spanners, Low-treewidth Embeddings and Efficient Traversing in Minor-free Graphs. Retrieved from https://par.nsf.gov/biblio/10217106. Proceedings of the 61st Annual IEEE Symposium on Foundations of Computer Science .
Cohen-Addad, Vincent, Filtser, Arnold, Klein, Philip N, & Le, Hung. On Light Spanners, Low-treewidth Embeddings and Efficient Traversing in Minor-free Graphs. Proceedings of the 61st Annual IEEE Symposium on Foundations of Computer Science, (). Retrieved from https://par.nsf.gov/biblio/10217106.
Cohen-Addad, Vincent, Filtser, Arnold, Klein, Philip N, and Le, Hung.
"On Light Spanners, Low-treewidth Embeddings and Efficient Traversing in Minor-free Graphs". Proceedings of the 61st Annual IEEE Symposium on Foundations of Computer Science (). Country unknown/Code not available. https://par.nsf.gov/biblio/10217106.
@article{osti_10217106,
place = {Country unknown/Code not available},
title = {On Light Spanners, Low-treewidth Embeddings and Efficient Traversing in Minor-free Graphs},
url = {https://par.nsf.gov/biblio/10217106},
abstractNote = {Understanding the structure of minor-free metrics, namely shortest path metrics obtained over a weighted graph excluding a fixed minor, has been an important research direction since the fundamental work of Robertson and Seymour. A fundamental idea that helps both to understand the structural properties of these metrics and lead to strong algorithmic results is to construct a “small-complexity” graph that approximately preserves distances between pairs of points of the metric. We show the two following structural results for minor-free metrics: 1) Construction of a light subset spanner. Given a subset of vertices called terminals, and ϵ, in polynomial time we construct a sub graph that preserves all pairwise distances between terminals up to a multiplicative 1+ϵ factor, of total weight at most Oϵ(1) times the weight of the minimal Steiner tree spanning the terminals. 2) Construction of a stochastic metric embedding into low treewidth graphs with expected additive distortion ϵD. Namely, given a minor-free graph G=(V,E,w) of diameter D, and parameter ϵ, we construct a distribution D over dominating metric embeddings into treewidth-Oϵ(log n) graphs such that ∀u,v∈V, Ef∼D[dH(f(u),f(v))]≤dG(u,v)+ϵD. Our results have the following algorithmic consequences: (1) the first efficient approximation scheme for subset TSP in minor-free metrics; (2) the first approximation scheme for bounded-capacity vehicle routing in minor-free metrics; (3) the first efficient approximation scheme for bounded-capacity vehicle routing on bounded genus metrics. En route to the latter result, we design the first FPT approximation scheme for bounded-capacity vehicle routing on bounded-treewidth graphs (parameterized by the treewidth).},
journal = {Proceedings of the 61st Annual IEEE Symposium on Foundations of Computer Science},
author = {Cohen-Addad, Vincent and Filtser, Arnold and Klein, Philip N and Le, Hung},
editor = {null}
}
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