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Visual analysis framework for understanding missing links in bipartite networks

專利號(hào)
US11176460B2
公開日期
2021-11-16
申請(qǐng)人
FUJI XEROX CO., LTD.（JP Tokyo）
發(fā)明人
Jian Zhao; Francine Chen; Patrick Chiu
IPC分類
G06N5/02; G06N20/00
技術(shù)領(lǐng)域
bicliques,bipartite,missing,links,network,biclique,prediction,in,link,algorithm
地域： Tokyo

摘要

Example implementations described herein involve an interface for calculating and displaying missing links for data represented as a bipartite network, along with novel methods for improving link prediction algorithms in the related art. Through example implementations described herein, the accuracy of link prediction algorithms can be improved upon, thereby providing the user with a more accurate understanding of the data in the bipartite network.

說明書

At 402, for each pair of bicliques (Ci, Cj) from list L having a score o meeting a threshold based on a number of overlapping nodes and a size of the each pair of bicliques, the flow conducts calculations for the weight of the missing links as described in 403. In an example implementation, the score can be based on a number of overlapping nodes meeting a threshold and a size of the each pair of bicliques, and a threshold can accordingly be set to the desired implementation. An example formula for calculating the score o can be as follows:

o ← ? X i ? X j ? · ? Y i ? Y j ? ? X i ? X j ? · ? Y i ? Y j ?

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