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Visual analysis framework for understanding missing links in bipartite networks

專利號
US11176460B2
公開日期
2021-11-16
申請人
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

If o fails to meet a threshold, then the biclique pair is discarded and the next biclique pair is then considered. Otherwise, the flow proceeds to 403 to calculate the weight for the missing links between the pair of bicliques. An example calculation can be in an incremental manner based on the number of overlapping nodes between the biclique pair and the impact that a link would have based on the corresponding values of the nodes (e.g., size of the biclique pair). In an example implementation, a formula for doing such calculations can include:

w e w e + ? X i ? X j ? · ? Y i ? Y j ? ? X i - X j ? · ? Y j -

權(quán)利要求

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