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Analýza šíření v orientovaných sítích×Směrovaný PageRank×
OborAnalýza sítíAnalýza sítí
RodinaMachine learningMachine learning
Rok vzniku2003 (influence maximization formalization); epidemic models traced to Kermack & McKendrick, 19271998
TvůrceKempe, D.; Kleinberg, J.; Tardos, E. (influence maximization); Pastor-Satorras, R. et al. (epidemic spreading)Brin, S. & Page, L.
TypNetwork spreading and cascade analysisIterative authority-scoring algorithm
Původní zdrojKempe, D., Kleinberg, J., & Tardos, E. (2003). Maximizing the spread of influence through a social network. Proceedings of the 9th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, 137–146. DOI ↗Brin, S. & Page, L. (1998). The anatomy of a large-scale hypertextual Web search engine. Proceedings of the 7th International Conference on World Wide Web (WWW7), 107–117. Elsevier. link ↗
Další názvydirected diffusion model, information spreading on directed networks, directed cascade analysis, directed influence propagationPageRank, PR, Google PageRank, directed link analysis
Příbuzné65
ShrnutíDirected network diffusion analysis studies how information, disease, behavior, or influence spreads through a network in which edges carry direction — meaning transmission flows one way along each link. It combines graph-theoretic representations with stochastic spreading models such as independent cascade, linear threshold, or SIR/SIS, and is central to influence maximization, epidemic forecasting, and information propagation research.Directed PageRank is a link-based authority scoring algorithm that assigns importance scores to nodes in a directed graph by iteratively redistributing rank through outgoing edges. Introduced by Brin and Page in 1998 as the backbone of Google Search, it measures not just how many in-links a node has but how authoritative the nodes pointing to it are.
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ScholarGatePorovnat metody: Directed Network Diffusion Analysis · Directed PageRank. Získáno 2026-06-15 z https://scholargate.app/cs/compare