NSDLib: A comprehensive python library for network source detection and evaluation
NSDLib, short for Network Source Detection Library, is an advanced package designed to detect the sources of propagation in networks. It is easy to integrate and offers a range of algorithms for source detection, including evaluating node importance, identifying outbreaks, and reconstructing propaga...
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| Format: | Article |
| Language: | English |
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Elsevier
2024-12-01
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| Series: | SoftwareX |
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| Online Access: | http://www.sciencedirect.com/science/article/pii/S2352711024003200 |
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| _version_ | 1846150161142644736 |
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| author | Damian Frąszczak Edyta Frąszczak |
| author_facet | Damian Frąszczak Edyta Frąszczak |
| author_sort | Damian Frąszczak |
| collection | DOAJ |
| description | NSDLib, short for Network Source Detection Library, is an advanced package designed to detect the sources of propagation in networks. It is easy to integrate and offers a range of algorithms for source detection, including evaluating node importance, identifying outbreaks, and reconstructing propagation graphs. This library serves as a comprehensive repository, promoting collaboration among researchers and developers worldwide to combat disinformation warfare. By enabling the implementation and comparison of new techniques, NSDLib aims to enhance the understanding and mitigation of misinformation and improve propagation analysis. This paper provides an overview of NSDLib's capabilities, emphasizing its role in bridging the gap between theoretical research and practical application. |
| format | Article |
| id | doaj-art-3b5da70b92934d358d0143a2fd1d0b69 |
| institution | Kabale University |
| issn | 2352-7110 |
| language | English |
| publishDate | 2024-12-01 |
| publisher | Elsevier |
| record_format | Article |
| series | SoftwareX |
| spelling | doaj-art-3b5da70b92934d358d0143a2fd1d0b692024-11-29T06:24:12ZengElsevierSoftwareX2352-71102024-12-0128101950NSDLib: A comprehensive python library for network source detection and evaluationDamian Frąszczak0Edyta Frąszczak1Corresponding author.; Military University of Technology, gen. Sylwestra Kaliskiego 2 00-908, Warsaw, PolandMilitary University of Technology, gen. Sylwestra Kaliskiego 2 00-908, Warsaw, PolandNSDLib, short for Network Source Detection Library, is an advanced package designed to detect the sources of propagation in networks. It is easy to integrate and offers a range of algorithms for source detection, including evaluating node importance, identifying outbreaks, and reconstructing propagation graphs. This library serves as a comprehensive repository, promoting collaboration among researchers and developers worldwide to combat disinformation warfare. By enabling the implementation and comparison of new techniques, NSDLib aims to enhance the understanding and mitigation of misinformation and improve propagation analysis. This paper provides an overview of NSDLib's capabilities, emphasizing its role in bridging the gap between theoretical research and practical application.http://www.sciencedirect.com/science/article/pii/S2352711024003200NetworkPropagation source detectionPropagation outbreaksPropagation reconstruction |
| spellingShingle | Damian Frąszczak Edyta Frąszczak NSDLib: A comprehensive python library for network source detection and evaluation SoftwareX Network Propagation source detection Propagation outbreaks Propagation reconstruction |
| title | NSDLib: A comprehensive python library for network source detection and evaluation |
| title_full | NSDLib: A comprehensive python library for network source detection and evaluation |
| title_fullStr | NSDLib: A comprehensive python library for network source detection and evaluation |
| title_full_unstemmed | NSDLib: A comprehensive python library for network source detection and evaluation |
| title_short | NSDLib: A comprehensive python library for network source detection and evaluation |
| title_sort | nsdlib a comprehensive python library for network source detection and evaluation |
| topic | Network Propagation source detection Propagation outbreaks Propagation reconstruction |
| url | http://www.sciencedirect.com/science/article/pii/S2352711024003200 |
| work_keys_str_mv | AT damianfraszczak nsdlibacomprehensivepythonlibraryfornetworksourcedetectionandevaluation AT edytafraszczak nsdlibacomprehensivepythonlibraryfornetworksourcedetectionandevaluation |