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:
Nov. 03, 2020

Filed:

Dec. 22, 2016
Applicant:

The Toronto-dominion Bank, Toronto, CA;

Inventors:

Maksims Volkovs, Toronto, CA;

Tomi Johan Poutanen, Toronto, CA;

Assignee:
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06N 3/04 (2006.01); G06N 5/02 (2006.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06N 3/0427 (2013.01); G06N 3/0454 (2013.01); G06N 5/022 (2013.01);
Abstract

A recommendation system generates recommendations for an online system using one or more neural network models that predict preferences of users for items in the online system. The neural network models generate a latent representation of a user and of a user that can be combined to determine the expected preference of the user to the item. By using neural network models, the recommendation system can generate predictions in real-time for new users and items without the need to re-calibrate the models. Moreover, the recommendation system can easily incorporate other forms of information other than preference information to generate improved preference predictions by including the additional information to generate the latent description of the user or item.


Find Patent Forward Citations

Volkovs, Maksims. (2020). End-to-end deep collaborative filtering (U.S. Patent No. 10824941). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/10824941

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

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