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.:
Date of Patent:
Dec. 22, 2020
Filed:
Oct. 02, 2018
Applicant:
Adobe Inc., San Jose, CA (US);
Inventors:
Vijeth Lomada, San Jose, CA (US);
Vidit Bhatia, San Jose, CA (US);
Haichun Chen, Sunnyvale, CA (US);
Assignee:
ADOBE INC., San Jose, CA (US);
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
H04N 21/45 (2011.01); H04N 21/845 (2011.01); H04N 21/466 (2011.01); G06N 7/00 (2006.01); G06N 3/08 (2006.01);
U.S. Cl.
CPC ...
H04N 21/4532 (2013.01); G06N 3/08 (2013.01); G06N 7/005 (2013.01); H04N 21/4666 (2013.01); H04N 21/8456 (2013.01);
Abstract
The present disclosure relates to systems, non-transitory computer-readable media, and methods for generating user embeddings utilizing an LSTM autoencoder model that captures a history of changes to user trait data. For example, the user embeddings system identifies user trait changes from the user trait data over time as well as generates user trait sequences. Further, the user embeddings system can utilize the user trait sequences to train an LSTM neural network in a semi-supervised manner and generate uniform user embeddings for users.