Let the Information Fly: Reconstructing Social Network After a Node Deleted

Despite considerable research into information diffusion, most models focus on static networks. Networks in the real world change over time and information is lost when a node disappears. We sought to resolve the problem of information loss by defining information and information loss in general ter...

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Veröffentlicht in:IEEE transactions on knowledge and data engineering 2024-03, Vol.36 (3), p.1198-1209
Hauptverfasser: Li, Shiou-Chi, Huang, Jen-Wei
Format: Artikel
Sprache:eng
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Zusammenfassung:Despite considerable research into information diffusion, most models focus on static networks. Networks in the real world change over time and information is lost when a node disappears. We sought to resolve the problem of information loss by defining information and information loss in general terms. Experiments demonstrate the efficacy of the proposed scheme in resolving problems of information loss in real-world networks using only a few edges.
ISSN:1041-4347
1558-2191
DOI:10.1109/TKDE.2023.3303488