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.

Patent No.:

US 11055629 B1

PDF
Full Text
Expired
Date of Patent:
Jul. 06, 2021

Filed:

Oct. 09, 2017
Applicant:

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

Inventors:

Sina Jafarpour, Mountain View, CA (US);

Qian Yan, Redwood City, CA (US);

Dinkar Jain, Menlo Park, CA (US);

Assignee:

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

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 20/00 (2019.01); G06Q 30/02 (2012.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06Q 30/0277 (2013.01);
Abstract

An online system determines a stability metric that indicates overlap between the set of entities associated with a particular entity when embeddings have been adjusted due to modifications in the input data of an embedding model. The online system generates a stability score for the embedding model by computing a statistic for one or more stability metrics. The online system determines a stability metric for a particular content provider by identifying a first cluster of content providers in a set of first embeddings, and a second cluster of content providers in a set of second embeddings. The second embeddings are generated after modifications have been made to input data. The online system determines the stability metric based on an overlap between the first cluster and the second cluster of content providers. The stability score can be an indicator of model performance that can be used to select embedding models.


Find Patent Forward Citations

Jafarpour, Sina. (2021). Determining stability for embedding models (U.S. Patent No. 11055629). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/11055629

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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