Efficient Algorithms for Constructing Very Sparse Spanners and Emulators

TL;DR

This paper presents improved distributed algorithms for constructing very sparse graph spanners and emulators, achieving near-optimal sparsity in fewer rounds, with applications to efficient approximate shortest path computations.

Contribution

It introduces a $k$-round distributed algorithm for constructing ultra-sparse spanners and provides new bounds for $(1+ ext{epsilon}, eta)$-spanners and emulators, surpassing previous superlinear edge constructions.

Findings

Constructed $(2k-1)$-spanners with $O(n^{1+1/k}/ ext{epsilon})$ edges in $k$ rounds.

Produced ultra-sparse spanners with $n(1+ o(1))$ edges for large $k$.

Developed $(1+ ext{epsilon}, eta)$-emulators with $O(n)$ edges, improving over superlinear previous constructions.

Abstract

Miller et al. \cite{MPVX15} devised a distributed\footnote{They actually showed a PRAM algorithm. The distributed algorithm with these properties is implicit in \cite{MPVX15}.} algorithm in the CONGEST model, that given a parameter $k = 1,2,\ldots$, constructs an $O(k)$-spanner of an input unweighted $n$-vertex graph with $O(n^{1+1/k})$ expected edges in $O(k)$ rounds of communication. In this paper we improve the result of \cite{MPVX15}, by showing a $k$-round distributed algorithm in the same model, that constructs a $(2k-1)$-spanner with $O(n^{1+1/k}/\epsilon)$ edges, with probability $1- \epsilon$, for any $\epsilon>0$. Moreover, when $k = \omega(\log n)$, our algorithm produces (still in $k$ rounds) {\em ultra-sparse} spanners, i.e., spanners of size $n(1+ o(1))$, with probability $1- o(1)$. To our knowledge, this is the first distributed algorithm in the CONGEST or in the PRAM models that constructs spanners or skeletons (i.e., connected spanning subgraphs) that sparse. Our algorithm can also be implemented in linear time in the standard centralized model, and for large $k$, it provides spanners that are sparser than any other spanner given by a known (near-)linear time algorithm. We also devise improved bounds (and algorithms realizing these bounds) for $(1+\epsilon,\beta)$-spanners and emulators. In particular, we show that for any unweighted $n$-vertex graph and any $\epsilon > 0$, there exists a $(1+ \epsilon, ({{\log\log n} \over \epsilon})^{\log\log n})$-emulator with $O(n)$ edges. All previous constructions of $(1+\epsilon,\beta)$-spanners and emulators employ a superlinear number of edges, for all choices of parameters. Finally, we provide some applications of our results to approximate shortest paths' computation in unweighted graphs.