Graph summarization methods and applications: A survey

Y Liu, T Safavi, A Dighe, D Koutra - ACM computing surveys (CSUR), 2018 - dl.acm.org
While advances in computing resources have made processing enormous amounts of data
possible, human ability to identify patterns in such data has not scaled accordingly. Efficient …

Shortest-path queries in static networks

C Sommer - ACM Computing Surveys (CSUR), 2014 - dl.acm.org
We consider the point-to-point (approximate) shortest-path query problem, which is the
following generalization of the classical single-source (SSSP) and all-pairs shortest-path …

Does graph distillation see like vision dataset counterpart?

B Yang, K Wang, Q Sun, C Ji, X Fu… - Advances in …, 2023 - proceedings.neurips.cc
Training on large-scale graphs has achieved remarkable results in graph representation
learning, but its cost and storage have attracted increasing concerns. Existing graph …

Graph condensation for graph neural networks

W **, L Zhao, S Zhang, Y Liu, J Tang… - arxiv preprint arxiv …, 2021 - arxiv.org
Given the prevalence of large-scale graphs in real-world applications, the storage and time
for training neural models have raised increasing concerns. To alleviate the concerns, we …

[書籍][B] Distributed computing: a locality-sensitive approach

D Peleg - 2000 - SIAM
Distributed computing concerns environments in which many processors, located at different
sites, must operate in a noninterfering and cooperative manner. Each of the processors …

The geometry of graphs and some of its algorithmic applications

N Linial, E London, Y Rabinovich - Combinatorica, 1995 - Springer
In this paper we explore some implications of viewing graphs as geometric objects. This
approach offers a new perspective on a number of graph-theoretic and algorithmic …

[書籍][B] Wireless sensor networks: an information processing approach

F Zhao, LJ Guibas - 2004 - books.google.com
Designing, implementing, and operating a wireless sensor network involves a wide range of
disciplines and many application-specific constraints. To make sense of and take advantage …

Approximate distance oracles

M Thorup, U Zwick - Journal of the ACM (JACM), 2005 - dl.acm.org
Let G=(V, E) be an undirected weighted graph with| V|= n and| E|= m. Let k≥ 1 be an
integer. We show that G=(V, E) can be preprocessed in O (kmn 1/k) expected time …

On sparse spanners of weighted graphs

I Althöfer, G Das, D Dobkin, D Joseph… - Discrete & Computational …, 1993 - Springer
Given a graph G, a subgraph G'is at-spanner of G if, for every u, v ɛ V, the distance from u to
v in G'is at most t times longer than the distance in G. In this paper we give a simple …

[書籍][B] Bipartite graphs and their applications

AS Asratian, TMJ Denley, R Häggkvist - 1998 - books.google.com
Bipartite graphs are perhaps the most basic of objects in graph theory, both from a
theoretical and practical point of view. However, sometimes they have been considered only …