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डायनामिक पेज्रैंक (Dynamic PageRank)×टेम्पोरल कम्युनिटी डिटेक्शन (Temporal Community Detection)×
क्षेत्रनेटवर्क विश्लेषणनेटवर्क विश्लेषण
परिवारMachine learningMachine learning
उद्भव वर्ष2007–20162010
प्रवर्तकRozenshtein, P. & Gionis, A. (formalized); Page, L. & Brin, S. for base PageRankMucha, P. J. et al.
प्रकारCentrality / ranking algorithmNetwork clustering algorithm
मौलिक स्रोतRozenshtein, P., & Gionis, A. (2016). Temporal PageRank. In Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), Lecture Notes in Computer Science, 9853, 674–689. Springer. DOI ↗Mucha, P. J., Richardson, T., Macon, K., Porter, M. A., & Onnela, J.-P. (2010). Community structure in time-dependent, multiscale, and multiplex networks. Science, 328(5980), 876–878. DOI ↗
उपनामTemporal PageRank, time-aware PageRank, evolving PageRank, DPRdynamic community detection, time-varying community detection, evolutionary community detection, longitudinal community detection
संबंधित66
सारांशDynamic PageRank extends the classic PageRank algorithm to networks whose edges carry timestamps, assigning importance scores that evolve over time. By discounting older links and emphasising recent connections, it identifies nodes that are influential at specific moments rather than across the entire network history, making it well-suited for web archives, citation streams, social media cascades, and any domain where link recency matters.Temporal community detection identifies cohesive groups (communities) in networks whose structure changes over time. By treating each time snapshot as a network layer and coupling consecutive layers, it reveals how communities form, merge, split, grow, or dissolve — turning a sequence of static snapshots into a continuous narrative of group evolution.
ScholarGateडेटासेट
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  1. v1
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  3. PUBLISHED

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ScholarGateविधियों की तुलना करें: Dynamic PageRank · Temporal Community Detection. 2026-06-18 को यहाँ से प्राप्त https://scholargate.app/hi/compare