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Table 5 Real-world networks used in the experiment

From: Exploring temporal community evolution: algorithmic approaches and parallel optimization for dynamic community detection

Network

Vertices

Edges

Snapshots

Time interval

Description

Collaboration networks

Cumulative co-authorship

708,497

1,166,376

17

Cumulative years

Cumulatively Aggregated (year) undirected co-authorship network in DBLP repository from 1960 to 2009 ( vertex: author, edge: a pair of authors are co-authors at least once) (Chakrabort et al. 2013)

Non-cumulative co-authorship

708,497

1,166,376

17

1 year

Undirected co-authorship network in DBLP repository from 1960 to 2009 (vertex: author, edge: a pair of authors are co-authors at least once) (Chakraborty et al. 2014)

Social networks

CollegeMsg

1899

59,835

7

193 days (month )

Messages on a Facebook-like platform at UC-Irvine (vertex: user, edge: private message between users at t timestamp) (Leskovec and Krevl 2014)

fb-forum

899

33,720

7

193 days (month )

This network focuses on users’ activity in the forum rather than private messages exchanged among users (vertex: user, edge: users’ activity in the forum) (Rossi and Ahmed 2015)

Primary school

242

77,602

6

20 s

Contacts between the children and teachers (DATASETS http://www.sociopatterns.org/datasets; Stehlé et al. 2011; Gemmetto et al. 2014)

Citation network

cit-HepTh

22,768

352,807

7

10 years (year)

Arxiv HEP-TH (high energy physics theory) citation graph is from arXiv and covers all the citations from April 1993 to 2003. (vertex: paper, edge: a pair of papers) Edges from u to v indicate that the paper u cited another paper v (Rossi and Ahmed 2015)