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Temporal PageRank/Evidence
Method evidence record

Temporal PageRank

Temporal PageRank extends the classic PageRank algorithm to time-evolving networks by incorporating the recency and ordering of interactions. Edges are weighted by a decay function so that recent contacts contribute more to a node's score than old ones. The result is a dynamic importance ranking that captures who is influential right now, rather than over the entire history of the network.

Sources recorded, not reviewed

Source record

Citations copied verbatim from the method’s source record. No claim-level verification is inferred from them.

Temporal PageRank (Time-Aware Node Importance Ranking in Temporal Networks)
Taxonomic method record · ml-model / network-analysis
  • Rozenshtein, 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), Part II, LNCS 9852, pp. 674–689. Springer. · DOI 10.1007/978-3-319-46227-1_42
  • Lerman, K. & Ghosh, R. (2010). Information Contagion: An Empirical Study of the Spread of News on Digg and Twitter Social Networks. In Proceedings of the Fourth International AAAI Conference on Weblogs and Social Media (ICWSM), pp. 90–97. AAAI Press. · URL
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Curated claims

Claims persisted in the evidence ledger, each with its own assessment.

No curated claims yet

This view does not invent a claim assessment when the ledger has none.

Related methods

Generated from the method graph and shown as machine-suggested relations — no evidence claim is inferred.

Taxonomic bucketDirected PageRankmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketNetwork Diffusion Analysismachine-suggested · Relational suggestion, not evidence.Taxonomic bucketTemporal Betweenness Centralitymachine-suggested · Relational suggestion, not evidence.Taxonomic bucketTemporal Community Detectionmachine-suggested · Relational suggestion, not evidence.Taxonomic bucketTemporal Eigenvector Centralitymachine-suggested · Relational suggestion, not evidence.Taxonomic bucketTemporal Social Network Analysismachine-suggested · Relational suggestion, not evidence.

Evidence status

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

Sources

2 recorded citations, copied from the method source record.

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