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Phân tích khuếch tán mạng Bayes×Phân tích khuếch tán mạng theo thời gian×
Lĩnh vựcPhân tích mạng lướiPhân tích mạng lưới
HọMachine learningMachine learning
Năm ra đời2010s2012
Người khởi xướngGomez Rodriguez, M.; Leskovec, J.; and related network science communityHolme, P. & Saramäki, J.
LoạiProbabilistic inference on network spreading processesNetwork analysis framework
Công trình gốcGomez Rodriguez, M., Leskovec, J., & Scholkopf, B. (2012). Structure and Dynamics of Information Pathways in Online Media. Proceedings of the 6th ACM International Conference on Web Search and Data Mining (WSDM), 23–32. DOI ↗Holme, P. & Saramäki, J. (2012). Temporal networks. Physics Reports, 519(3), 97–125. DOI ↗
Tên gọi khácBayesian diffusion model, probabilistic network diffusion, Bayesian spreading process inference, BNDATNDA, dynamic network diffusion, time-varying network spreading, diffusion on temporal networks
Liên quan55
Tóm tắtBayesian Network Diffusion Analysis applies Bayesian probabilistic inference to the study of how information, diseases, behaviors, or innovations propagate through a network. By placing priors over diffusion parameters and updating them with observed cascade data, it quantifies transmission rates, identifies influential spreaders, reconstructs latent propagation pathways, and provides full uncertainty estimates — all within a principled statistical framework.Temporal Network Diffusion Analysis studies how information, disease, influence, or other contagions spread through networks whose structure changes over time. By modeling edges as time-stamped contacts rather than static links, it captures the critical role of timing and ordering in determining which nodes get reached, how fast, and through which pathways — producing conclusions that static network models systematically miss.
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ScholarGateSo sánh phương pháp: Bayesian Network Diffusion Analysis · Temporal Network Diffusion Analysis. Truy cập ngày 2026-06-15 từ https://scholargate.app/vi/compare