The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Apr. 18, 2023

Filed:

Jun. 02, 2021
Applicant:

Jpmorgan Chase Bank, N.a., New York, NY (US);

Inventors:

Vamsi Krishna Potluru, New York, NY (US);

Robert Elliott Tillman, Long Island City, NY (US);

Prashant P Reddy, Madison, NJ (US);

Maria Manuela Veloso, New York, NY (US);

Assignee:

JPMORGAN CHASE BANK, N.A., New York, NY (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04L 29/08 (2006.01); H04L 41/147 (2022.01); H04L 41/16 (2022.01); H04L 41/12 (2022.01);
U.S. Cl.
CPC ...
H04L 41/147 (2013.01); H04L 41/12 (2013.01); H04L 41/16 (2013.01);
Abstract

A method and a system for using a graph neural network framework to implement a link prediction in a multiplex network environment is provided. The method includes: identifying a plurality of layers of a multiplex network, each respective layer including a respective plurality of nodes; for each node included in at least a first layer, providing, by a structural node label and determining a common embedding across all of the plurality of layers and an individual embedding for each individual layer; using a k-nearest approach to select a subset of the plurality of layers for performing link prediction with respect to each layer based on the determined embeddings; and performing a link prediction by determining a respective feed-forward network with respect to each layer included in the selected subset.


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