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:
Aug. 31, 2021

Filed:

Apr. 24, 2018
Applicant:

Facebook, Inc., Menlo Park, CA (US);

Inventors:

Cheng Ju, Davis, CA (US);

James Li, Pleasanton, CA (US);

Bram Wasti, Redwood City, CA (US);

Shengbo Guo, San Jose, CA (US);

Assignee:

Facebook, Inc., Menlo Park, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 17/00 (2019.01); G06F 16/35 (2019.01); G06N 5/04 (2006.01); G06N 20/00 (2019.01); G06F 16/951 (2019.01); G06F 16/901 (2019.01); G06Q 50/00 (2012.01);
U.S. Cl.
CPC ...
G06F 16/35 (2019.01); G06F 16/9024 (2019.01); G06F 16/951 (2019.01); G06N 5/046 (2013.01); G06N 20/00 (2019.01); G06Q 50/01 (2013.01);
Abstract

The disclosed computer-implemented method may include (1) maintaining a heterogeneous graph that represents (a) objects of a first type, (b) objects of a second type, and (c) relationships between the objects of the first type and objects of the second type, (2) using features of the objects of the first type to train a first embedding model to generate embeddings of the first type that (a) predict a label of objects of the first type and (b) predict, when combined with embeddings of the second type, graphical relationships in the graph, and (3) using features of each of the objects of the second type to train a second embedding model to generate the embeddings of the second type that predict, when combined with the embeddings of the first type, the graphical relationships in the graph. Various other methods, systems, and computer-readable media are also disclosed.


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