METHOD AND SYSTEM FOR LINK PREDICTION IN LARGE MULTIPLEX NETWORKS

Patent №

US 11,632,305

Granted

2023-04-18

Filed 2021

Owner

JPMORGAN CHASE BANK, N.A.

Lab

AI components

3

ml · vision · hardware

Assignment

Recorded

Dataset

AIPD

2023_r1 edition

Application

17336703

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.

Machine learningVisionAI hardwareH04L 41/147G06N 3/0499G06N 3/08H04L 41/16G06N 3/04G06N 20/00G06Q 10/40H04L 41/12+1 more

AI classification

Machine learning1.00
Vision1.00
AI hardware0.98
Planning0.08
Knowledge representation0.05
Natural language0.01
Evolutionary computation0.00
Speech0.00

Ownership

JPMORGAN CHASE BANK, N.A.

assignment · 590980355

Assignors

POTLURU, VAMSI KRISHNA, TILLMAN, ROBERT ELLIOTT, REDDY, PRASHANT P, VELOSO, MARIA MANUELA

On an employer assignment, the assignors are typically the inventors.

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