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Bejzijevski PageRank×Analiza difuzije zasnovana na Bejzijanskim mrežama×
OblastAnaliza mrežaAnaliza mreža
PorodicaMachine learningMachine learning
Godina nastanka1999 (PageRank); 2000s (Bayesian extension)2010s
TvoracPage, L. & Brin, S. (PageRank); Bayesian extension by multiple authorsGomez Rodriguez, M.; Leskovec, J.; and related network science community
TipProbabilistic centrality measureProbabilistic inference on network spreading processes
Temeljni izvorPage, L., Brin, S., Motwani, R., & Winograd, T. (1999). The PageRank citation ranking: Bringing order to the web. Stanford InfoLab Technical Report. link ↗Gomez 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 ↗
Drugi naziviBayesian PR, probabilistic PageRank, uncertainty-aware PageRank, stochastic PageRankBayesian diffusion model, probabilistic network diffusion, Bayesian spreading process inference, BNDA
Srodne65
SažetakBayesian PageRank extends the classic PageRank algorithm by embedding it within a Bayesian probabilistic framework. Instead of returning a single deterministic rank score for each node, it quantifies uncertainty over rank estimates — particularly valuable when the network is incomplete, noisy, or observed with error. It is used in web analysis, citation networks, and social network research where rank uncertainty matters.Bayesian 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.
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ScholarGateUporedite metode: Bayesian PageRank · Bayesian Network Diffusion Analysis. Preuzeto 2026-06-15 sa https://scholargate.app/sr/compare