Decremental Strongly-Connected Components and Single-Source Reachability in Near-Linear Time

01/11/2019
by   Aaron Bernstein, et al.
0

Computing the Strongly-Connected Components (SCCs) in a graph G=(V,E) is known to take only O(m + n) time using an algorithm by Tarjan from 1972[SIAM 72] where m = |E|, n=|V|. For fully-dynamic graphs, conditional lower bounds provide evidence that the update time cannot be improved by polynomial factors over recomputing the SCCs from scratch after every update. Nevertheless, substantial progress has been made to find algorithms with fast update time for decremental graphs, i.e. graphs that undergo edge deletions. In this paper, we present the first algorithm for general decremental graphs that maintains the SCCs in total update time Õ(m), thus only a polylogarithmic factor from the optimal running time. Previously such a result was only known for the special case of planar graphs [Italiano et al, STOC 2017]. Our result should be compared to the formerly best algorithm for general graphs achieving Õ(m√(n)) total update time by Chechik et.al. [FOCS 16] which improved upon a breakthrough result leading to O(mn^0.9 + o(1)) total update time by Henzinger, Krinninger and Nanongkai [STOC 14, ICALP 15]; these results in turn improved upon the longstanding bound of O(mn) by Roditty and Zwick [STOC 04]. All of the above results also apply to the decremental Single-Source Reachability (SSR) problem, which can be reduced to decrementally maintaining SCCs. A bound of O(mn) total update time for decremental SSR was established already in 1981 by Even and Shiloach [JACM 1981]. Using a well known reduction, we can maintain the reachability of pairs S × V, S ⊆ V in fully-dynamic graphs with update time Õ(|S|m/t) and query time O(t) for all t ∈ [1,|S|]; this generalizes an earlier All-Pairs Reachability where S = V [Łącki, TALG 2013].

READ FULL TEXT

page 1

page 2

page 3

page 4

research
11/27/2020

Near-Optimal Algorithms for Reachability, Strongly-Connected Components and Shortest Paths in Partially Dynamic Digraphs

In this thesis, we present new techniques to deal with fundamental algor...
research
01/29/2020

New Algorithms and Hardness for Incremental Single-Source Shortest Paths in Directed Graphs

In the dynamic Single-Source Shortest Paths (SSSP) problem, we are given...
research
10/25/2018

Fréchet Distance Under Translation: Conditional Hardness and an Algorithm via Offline Dynamic Grid Reachability

The discrete Fréchet distance is a popular measure for comparing polygon...
research
09/17/2020

Near-Optimal Decremental Approximate Multi-Source Shortest Paths

We provide new algorithms for maintaining approximate distances in a wei...
research
05/03/2019

Fully Dynamic Single-Source Reachability in Practice: An Experimental Study

Given a directed graph and a source vertex, the fully dynamic single-sou...
research
07/12/2021

Noisy searching: simple, fast and correct

This work revisits the multiplicative weights update technique (MWU) whi...
research
02/05/2022

Leveraging the Power of Graph Algorithms: Efficient Algorithms for Computer-Aided Verification

The goal of the thesis is to leverage fast graph algorithms and modern a...

Please sign up or login with your details

Forgot password? Click here to reset