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:
Oct. 12, 2021

Filed:

Dec. 27, 2017
Applicant:

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

Inventors:

Ying Zhang, Palo Alto, CA (US);

Wenhai Yang, Redwood City, CA (US);

Ou Jin, Fremont, CA (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06F 16/951 (2019.01); G06F 16/35 (2019.01); G06N 3/04 (2006.01); G06N 5/02 (2006.01); G06Q 50/00 (2012.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06F 16/35 (2019.01); G06F 16/951 (2019.01); G06N 3/0481 (2013.01); G06N 5/022 (2013.01); G06Q 50/01 (2013.01);
Abstract

In one embodiment, a method includes accessing an input vector representing an input post, wherein: the vector space comprises clusters each associated with a topic; each cluster was determined based on a clustering of training-page vectors corresponding to training pages that each comprise training posts, each training post submitted by a user to a training page and comprises content selected by the user; and each training-page vector was generated by an ANN that was trained, based on the training posts of training pages associated with the ANN, to receive a post and then output a probability that the received post is related to the training posts of the training pages; determining that the input vector is located within a particular cluster in the vector space; and determining a topic of the input post based on the topic associated with the particular cluster that the input vector is located within.


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