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Emergence of scaling in random networks

About

Systems as diverse as genetic networks or the world wide web are best described as networks with complex topology. A common property of many large networks is that the vertex connectivities follow a scale-free power-law distribution. This feature is found to be a consequence of the two generic mechanisms that networks expand continuously by the addition of new vertices, and new vertices attach preferentially to already well connected sites. A model based on these two ingredients reproduces the observed stationary scale-free distributions, indicating that the development of large networks is governed by robust self-organizing phenomena that go beyond the particulars of the individual systems.

Albert-Laszlo Barabasi, Reka Albert• 1999

Related benchmarks

TaskDatasetResultRank
Link PredictionCora (test)--
69
Link PredictionNS
AUC0.6865
30
Link PredictionUSAir
AUC88.84
29
Link Predictionogbl-citation2 (official)
MRR51.47
29
Link Predictionogbl-ddi (official)
Hits@2017.73
22
Link PredictionUSAir 50% links (train)
AP90.29
19
Link PredictionRouter 50% (train)
AP65.2
19
Link PredictionE.coli 50% links (train)
AP0.9325
19
Link PredictionRouter (50% train links)
AUC55.06
19
Link PredictionE.coli (50% train links)
AUC0.908
19
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