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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

Aspects of the present disclosure include an apparatus, which can involve a processor, configured to, for data represented as a bipartite network and for a set of missing links in the bipartite network calculate a weight for each of the missing links in the set based on bicliques of the bipartite network; execute a link prediction algorithm configured to incorporate the weight for each of the missing links; and provide ones from the set of missing links selected by the link prediction algorithm as predicted missing links of the bipartite network.

BRIEF DESCRIPTION OF DRAWINGS

FIG. 1 illustrates an example system diagram, in accordance with an example implementation.

FIG. 2 illustrates bicliques in accordance with an example implementation.

FIG. 3 illustrates an example interface for facilitating the visual exploration of missing links, in accordance with an example implementation.

FIGS. 4(a) and 4(b) illustrate example flow diagrams, in accordance with an example implementation.

FIG. 5 illustrates the average performance of each condition of the experimental results in numbers.

FIG. 6 illustrates an example computing environment with an example computer device suitable for use in example implementations.

 DETAILED DESCRIPTION

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