78 research outputs found
Preserving Distances in Very Faulty Graphs
Preservers and additive spanners are sparse (hence cheap to store) subgraphs that preserve the distances between given pairs of nodes exactly or with some small additive error, respectively. Since real-world networks are prone to failures, it makes sense to study fault-tolerant versions of the above structures. This turns out to be a surprisingly difficult task. For every small but arbitrary set of edge or vertex failures, the preservers and spanners need to contain replacement paths around the faulted set. Unfortunately, the complexity of the interaction between replacement paths blows up significantly, even from 1 to 2 faults, and the structure of optimal preservers and spanners is poorly understood. In particular, no nontrivial bounds for preservers and additive spanners are known when the number of faults is bigger than 2.
Even the answer to the following innocent question is completely unknown: what is the worst-case size of a preserver for a single pair of nodes in the presence of f edge faults? There are no super-linear lower bounds, nor subquadratic upper bounds for f>2. In this paper we make substantial progress on this and other fundamental questions:
- We present the first truly sub-quadratic size fault-tolerant single-pair preserver in unweighted (possibly directed) graphs: for any n node graph and any fixed number f of faults, O~(fn^{2-1/2^f}) size suffices. Our result also generalizes to the single-source (all targets) case, and can be used to build new fault-tolerant additive spanners (for all pairs).
- The size of the above single-pair preserver grows to O(n^2) for increasing f. We show that this is necessary even in undirected unweighted graphs, and even if you allow for a small additive error: If you aim at size O(n^{2-eps}) for eps>0, then the additive error has to be Omega(eps f). This surprisingly matches known upper bounds in the literature.
- For weighted graphs, we provide matching upper and lower bounds for the single pair case. Namely, the size of the preserver is Theta(n^2) for f > 1 in both directed and undirected graphs, while for f=1 the size is Theta(n) in undirected graphs. For directed graphs, we have a superlinear upper bound and a matching lower bound.
Most of our lower bounds extend to the distance oracle setting, where rather than a subgraph we ask for any compact data structure
Reachability Preservers: New Extremal Bounds and Approximation Algorithms
We abstract and study \emph{reachability preservers}, a graph-theoretic
primitive that has been implicit in prior work on network design. Given a
directed graph and a set of \emph{demand pairs} , a reachability preserver is a sparse subgraph that preserves
reachability between all demand pairs.
Our first contribution is a series of extremal bounds on the size of
reachability preservers. Our main result states that, for an -node graph and
demand pairs of the form for a small node subset ,
there is always a reachability preserver on edges. We
additionally give a lower bound construction demonstrating that this upper
bound characterizes the settings in which size reachability preservers
are generally possible, in a large range of parameters.
The second contribution of this paper is a new connection between extremal
graph sparsification results and classical Steiner Network Design problems.
Surprisingly, prior to this work, the osmosis of techniques between these two
fields had been superficial. This allows us to improve the state of the art
approximation algorithms for the most basic Steiner-type problem in directed
graphs from the of Chlamatac, Dinitz, Kortsarz, and
Laekhanukit (SODA'17) to .Comment: SODA '1
Restorable Shortest Path Tiebreaking for Edge-Faulty Graphs
The restoration lemma by Afek, Bremler-Barr, Kaplan, Cohen, and Merritt
[Dist. Comp. '02] proves that, in an undirected unweighted graph, any
replacement shortest path avoiding a failing edge can be expressed as the
concatenation of two original shortest paths. However, the lemma is
tiebreaking-sensitive: if one selects a particular canonical shortest path for
each node pair, it is no longer guaranteed that one can build replacement paths
by concatenating two selected shortest paths. They left as an open problem
whether a method of shortest path tiebreaking with this desirable property is
generally possible.
We settle this question affirmatively with the first general construction of
restorable tiebreaking schemes. We then show applications to various problems
in fault-tolerant network design. These include a faster algorithm for subset
replacement paths, more efficient fault-tolerant (exact) distance labeling
schemes, fault-tolerant subset distance preservers and additive spanners
with improved sparsity, and fast distributed algorithms that construct these
objects. For example, an almost immediate corollary of our restorable
tiebreaking scheme is the first nontrivial distributed construction of sparse
fault-tolerant distance preservers resilient to three faults
New Pairwise Spanners
Let G = (V,E) be an undirected unweighted graph on n vertices. A subgraph H of G is called an (all-pairs) purely additive spanner with stretch beta if for every (u,v) in V times V, mathsf{dist}_H(u,v) le mathsf{dist}_G(u,v) + beta. The problem of computing sparse spanners with small stretch beta is well-studied. Here we consider the following relaxation: we are given psubseteq V times V and we seek a sparse subgraph H where mathsf{dist}_H(u,v)le mathsf{dist}_G(u,v) + beta for each (u,v) in p. Such a subgraph is called a pairwise spanner with additive stretch beta and our goal is to construct
such subgraphs that are sparser than all-pairs spanners with the same stretch. We show sparse pairwise spanners with additive stretch 4 and with additive stretch 6. We also consider the following special cases: p = S times V and p = S times T, where Ssubseteq V and Tsubseteq V, and show sparser pairwise spanners for these cases
Path-Reporting Distance Oracles with Near-Logarithmic Stretch and Linear Size
Given an -vertex undirected graph , and a parameter , a
path-reporting distance oracle (or PRDO) is a data structure of size ,
that given a query , returns an -approximate shortest
path in within time . Here , and are
arbitrary functions.
A landmark PRDO due to Thorup and Zwick, with an improvement of Wulff-Nilsen,
has , and . The
size of this oracle is for all . Elkin and Pettie and
Neiman and Shabat devised much sparser PRDOs, but their stretch was
polynomially larger than the optimal . On the other hand, for
non-path-reporting distance oracles, Chechik devised a result with
, and .
In this paper we make a dramatic progress in bridging the gap between
path-reporting and non-path-reporting distance oracles. We devise a PRDO with
size ,
stretch and query time . We can also have size , stretch
and query time
.
Our results on PRDOs are based on novel constructions of approximate distance
preservers, that we devise in this paper. Specifically, we show that for any
, any , and any graph and a collection
of vertex pairs, there exists a -approximate preserver with
edges, where
. These new
preservers are significantly sparser than the previous state-of-the-art
approximate preservers due to Kogan and Parter.Comment: 61 pages, 3 figure
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