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      Identification of disease propagation paths in two-layer networks

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          Abstract

          To determine the path of disease in different types of networks, a new method based on compressive sensing is proposed for identifying the disease propagation paths in two-layer networks. If a limited amount of data from network nodes is collected, according to the principle of compressive sensing, it is feasible to accurately identify the path of disease propagation in a multilayer network. Experimental results show that the method can be applied to various networks, such as scale-free networks, small-world networks, and random networks. The impact of network density on identification accuracy is explored. The method could be used to aid in the prevention of disease spread.

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          Compressed sensing

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            Stable signal recovery from incomplete and inaccurate measurements

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              Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers

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                Author and article information

                Contributors
                lgjsys@126.com
                Journal
                Sci Rep
                Sci Rep
                Scientific Reports
                Nature Publishing Group UK (London )
                2045-2322
                19 April 2023
                19 April 2023
                2023
                : 13
                : 6357
                Affiliations
                [1 ]GRID grid.443620.7, ISNI 0000 0001 0479 4096, College of Sports Engineering and Information Technology, , Wuhan Sports University, ; Wuhan, 430079 China
                [2 ]GRID grid.1021.2, ISNI 0000 0001 0526 7079, School of Information Technology, , Deakin University, ; Geelong, 3220 Australia
                [3 ]GRID grid.49470.3e, ISNI 0000 0001 2331 6153, School of Mathematics and Statistics, , Wuhan University, ; Wuhan, 430072 China
                Article
                33624
                10.1038/s41598-023-33624-y
                10115843
                37076556
                0383d72b-839a-4b83-b921-76b7ef473caf
                © The Author(s) 2023

                Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

                History
                : 20 December 2022
                : 15 April 2023
                Funding
                Funded by: China Scholarship Council
                Award ID: 201808420377
                Award Recipient :
                Categories
                Article
                Custom metadata
                © The Author(s) 2023

                Uncategorized
                information theory and computation,statistical physics, thermodynamics and nonlinear dynamics

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