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Identifying Multiple Propagation Sources
The global diffusion of epidemics, computer viruses and rumors causes great damage to our society. One critical issue to identify the multiple diffusion sources so as to timely quarantine them. However, most methods proposed so far are unsuitable for diffusion with multiple sources because of the hi...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7122829/ http://dx.doi.org/10.1007/978-3-030-02179-5_11 |
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author | Jiang, Jiaojiao Wen, Sheng Yu, Shui Liu, Bo Xiang, Yang Zhou, Wanlei |
author_facet | Jiang, Jiaojiao Wen, Sheng Yu, Shui Liu, Bo Xiang, Yang Zhou, Wanlei |
author_sort | Jiang, Jiaojiao |
collection | PubMed |
description | The global diffusion of epidemics, computer viruses and rumors causes great damage to our society. One critical issue to identify the multiple diffusion sources so as to timely quarantine them. However, most methods proposed so far are unsuitable for diffusion with multiple sources because of the high computational cost and the complex spatiotemporal diffusion processes. In this chapter, we introduce an effective method to identify multiple diffusion sources, which can address three main issues in this area: (1) How many sources are there? (2) Where did the diffusion emerge? (3) When did the diffusion break out? For simplicity, we use rumor source identification to present the approach. |
format | Online Article Text |
id | pubmed-7122829 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
record_format | MEDLINE/PubMed |
spelling | pubmed-71228292020-04-06 Identifying Multiple Propagation Sources Jiang, Jiaojiao Wen, Sheng Yu, Shui Liu, Bo Xiang, Yang Zhou, Wanlei Malicious Attack Propagation and Source Identification Article The global diffusion of epidemics, computer viruses and rumors causes great damage to our society. One critical issue to identify the multiple diffusion sources so as to timely quarantine them. However, most methods proposed so far are unsuitable for diffusion with multiple sources because of the high computational cost and the complex spatiotemporal diffusion processes. In this chapter, we introduce an effective method to identify multiple diffusion sources, which can address three main issues in this area: (1) How many sources are there? (2) Where did the diffusion emerge? (3) When did the diffusion break out? For simplicity, we use rumor source identification to present the approach. 2018-09-21 /pmc/articles/PMC7122829/ http://dx.doi.org/10.1007/978-3-030-02179-5_11 Text en © Springer Nature Switzerland AG 2019 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Jiang, Jiaojiao Wen, Sheng Yu, Shui Liu, Bo Xiang, Yang Zhou, Wanlei Identifying Multiple Propagation Sources |
title | Identifying Multiple Propagation Sources |
title_full | Identifying Multiple Propagation Sources |
title_fullStr | Identifying Multiple Propagation Sources |
title_full_unstemmed | Identifying Multiple Propagation Sources |
title_short | Identifying Multiple Propagation Sources |
title_sort | identifying multiple propagation sources |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7122829/ http://dx.doi.org/10.1007/978-3-030-02179-5_11 |
work_keys_str_mv | AT jiangjiaojiao identifyingmultiplepropagationsources AT wensheng identifyingmultiplepropagationsources AT yushui identifyingmultiplepropagationsources AT liubo identifyingmultiplepropagationsources AT xiangyang identifyingmultiplepropagationsources AT zhouwanlei identifyingmultiplepropagationsources |