Link Prediction

三大类方法:
1.Methods Based on Node Neighborhoods

  • Common neighbors
  • Jaccard’s coefficient and Adamic/Adar
  • Preferential attachment

2.Methods Based on the Ensemble of All Paths

  • Katz(1953).
  • Hitting time, PageRank, and variants
  • SimRank (Jeh & Widom, 2002).

3.Higher Level Approaches

  • Low-rank approximation
  • Unseen bigrams
  • Clustering

FIG. 1. Values for score(x, y) under various predictors; each predicts pairs  x, y in descending order of score(x, y). The set T(x) consists of the neighbors of the node x in Gcollab.

参考资料:
[1]David Liben-Nowell,Jon Kleinberg.The Link-Prediction Problem for Social Networks[J].JOURNAL OF THE AMERICAN SOCIETY FOR INFORMATION SCIENCE AND TECHNOLOGY, 58(7):1019–1031, 2007.

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