Vital nodes identification in complex networks

L Lü, D Chen, XL Ren, QM Zhang, YC Zhang, T Zhou - Physics reports, 2016 - Elsevier
Real networks exhibit heterogeneous nature with nodes playing far different roles in
structure and function. To identify vital nodes is thus very significant, allowing us to control …

Theoretically efficient parallel graph algorithms can be fast and scalable

L Dhulipala, GE Blelloch, J Shun - ACM Transactions on Parallel …, 2021 - dl.acm.org
There has been significant recent interest in parallel graph processing due to the need to
quickly analyze the large graphs available today. Many graph codes have been designed …

[PDF][PDF] Scalable graph learning for anti-money laundering: A first look

M Weber, J Chen, T Suzumura, A Pareja… - arxiv preprint arxiv …, 2018 - markrweber.com
Organized crime inflicts human suffering on a genocidal scale: the Mexican drug cartels
have murdered 150,000 people since 2006; upwards of 700,000 people per year are …

[PDF][PDF] Ordering Heuristics for k-clique Listing.

R Li, S Gao, L Qin, G Wang, W Yang… - Proc. VLDB Endow., 2020 - opus.lib.uts.edu.au
Listing all k-cliques in a graph is a fundamental graph mining problem that finds many
important applications in community detection and social network analysis. Unfortunately …

Chronos: Efficient speculative parallelism for accelerators

M Abeydeera, D Sanchez - Proceedings of the Twenty-Fifth International …, 2020 - dl.acm.org
We present Chronos, a framework to build accelerators for applications with speculative
parallelism. These applications consist of atomic tasks, sometimes with order constraints …

Graphminesuite: Enabling high-performance and programmable graph mining algorithms with set algebra

M Besta, Z Vonarburg-Shmaria, Y Schaffner… - arxiv preprint arxiv …, 2021 - arxiv.org
We propose GraphMineSuite (GMS): the first benchmarking suite for graph mining that
facilitates evaluating and constructing high-performance graph mining algorithms. First …

High-performance parallel graph coloring with strong guarantees on work, depth, and quality

M Besta, A Carigiet, K Janda… - … Conference for High …, 2020 - ieeexplore.ieee.org
We develop the first parallel graph coloring heuristics with strong theoretical guarantees on
work and depth and coloring quality. The key idea is to design a relaxation of the vertex …

Parallelism in randomized incremental algorithms

GE Blelloch, Y Gu, J Shun, Y Sun - Journal of the ACM (JACM), 2020 - dl.acm.org
In this article, we show that many sequential randomized incremental algorithms are in fact
parallel. We consider algorithms for several problems, including Delaunay triangulation …

Parallel graph coloring for manycore architectures

M Deveci, EG Boman, KD Devine… - 2016 IEEE …, 2016 - ieeexplore.ieee.org
Graph algorithms are challenging to parallelize on manycore architectures due to complex
data dependencies and irregular memory access. We consider the well studied problem of …

Many sequential iterative algorithms can be parallel and (nearly) work-efficient

Z Shen, Z Wan, Y Gu, Y Sun - Proceedings of the 34th ACM Symposium …, 2022 - dl.acm.org
Some recent papers showed that many sequential iterative algorithms can be directly
parallelized, by identifying the dependences between the input objects. This approach …