Graph stream algorithms: a survey

A McGregor - ACM SIGMOD Record, 2014‏ - dl.acm.org
Over the last decade, there has been considerable interest in designing algorithms for
processing massive graphs in the data stream model. The original motivation was two-fold …

Beating two-thirds for random-order streaming matching

S Assadi, S Behnezhad - arxiv preprint arxiv:2102.07011, 2021‏ - arxiv.org
We study the maximum matching problem in the random-order semi-streaming setting. In
this problem, the edges of an arbitrary $ n $-vertex graph $ G=(V, E) $ arrive in a stream one …

Sliding-window top-k queries on uncertain streams

C **, K Yi, L Chen, JX Yu, X Lin - Proceedings of the VLDB Endowment, 2008‏ - dl.acm.org
Query processing on uncertain data streams has attracted a lot of attentions lately, due to the
imprecise nature in the data generated from a variety of streaming applications, such as …

Tight bounds for distributed functional monitoring

DP Woodruff, Q Zhang - Proceedings of the forty-fourth annual ACM …, 2012‏ - dl.acm.org
We resolve several fundamental questions in the area of distributed functional monitoring,
initiated by Cormode, Muthukrishnan, and Yi (SODA, 2008), and receiving recent attention …

Distributed computation of large-scale graph problems

H Klauck, D Nanongkai, G Pandurangan… - Proceedings of the twenty …, 2014‏ - SIAM
Motivated by the increasing need for fast distributed processing of large-scale graphs such
as the Web graph and various social networks, we study a number of fundamental graph …

Graph streaming lower bounds for parameter estimation and property testing via a streaming XOR lemma

S Assadi, VN - Proceedings of the 53rd Annual ACM SIGACT …, 2021‏ - dl.acm.org
We study space-pass tradeoffs in graph streaming algorithms for parameter estimation and
property testing problems such as estimating the size of maximum matchings and maximum …

Near-quadratic lower bounds for two-pass graph streaming algorithms

S Assadi, R Raz - 2020 IEEE 61st Annual Symposium on …, 2020‏ - ieeexplore.ieee.org
We prove that any two-pass graph streaming algorithm for the st reachability problem in n-
vertex directed graphs requires near-quadratic space of n 2-o (1) bits. As a corollary, we also …

Multi-pass graph streaming lower bounds for cycle counting, max-cut, matching size, and other problems

S Assadi, G Kol, RR Saxena… - 2020 IEEE 61st Annual …, 2020‏ - ieeexplore.ieee.org
Consider the following gap cycle counting problem in the streaming model: The edges of a 2-
regular n-vertex graph G are arriving one-by-one in a stream and we are promised that G is …

Superlinear lower bounds for multipass graph processing

V Guruswami, K Onak - Algorithmica, 2016‏ - Springer
Abstract We prove n^ 1+\varOmega (1/p)/p^ O (1) n 1+ Ω (1/p)/p O (1) lower bounds for the
space complexity of p-pass streaming algorithms solving the following problems on n-vertex …

Better streaming algorithms for the maximum coverage problem

A McGregor, HT Vu - Theory of Computing Systems, 2019‏ - Springer
We study the classic NP-Hard problem of finding the maximum k-set coverage in the data
stream model: given a set system of m sets that are subsets of a universe 1,…, n {1,...,n\}, find …