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Full reconstruction of simplicial complexes from binary contagion and Ising data

Authors :
Huan Wang
Chuang Ma
Han-Shuang Chen
Ying-Cheng Lai
Hai-Feng Zhang
Source :
Nature Communications, Vol 13, Iss 1, Pp 1-10 (2022)
Publication Year :
2022
Publisher :
Nature Portfolio, 2022.

Abstract

Data-driven recovery of topology is challenging for networks beyond pairwise interactions. The authors propose a framework to reconstruct complex networks with higher-order interactions from time series, focusing on networks with 2-simplexes where social contagion and Ising dynamics generate binary data.

Subjects

Subjects :
Science

Details

Language :
English
ISSN :
20411723
Volume :
13
Issue :
1
Database :
Directory of Open Access Journals
Journal :
Nature Communications
Publication Type :
Academic Journal
Accession number :
edsdoj.1eedf370e7fc47c2aaf713378643df6e
Document Type :
article
Full Text :
https://doi.org/10.1038/s41467-022-30706-9