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:
Sep. 23, 2025

Filed:

Dec. 16, 2022
Applicants:

Steven Dennis Flinn, Sugar Land, TX (US);

Naomi Felina Moneypenny, Bellevue, WA (US);

Inventors:

Steven Dennis Flinn, Sugar Land, TX (US);

Naomi Felina Moneypenny, Bellevue, WA (US);

Assignee:

ManyWorlds, Inc., Brenham, TX (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 5/048 (2023.01); G06F 16/2457 (2019.01); G06F 16/9535 (2019.01); G06Q 50/00 (2012.01); H04L 51/216 (2022.01); G06F 40/56 (2020.01);
U.S. Cl.
CPC ...
G06N 5/048 (2013.01); G06F 16/24575 (2019.01); G06F 16/9535 (2019.01); G06Q 50/01 (2013.01); H04L 51/216 (2022.05); G06F 40/56 (2020.01);
Abstract

A temporally sequenced content recommender method and system generates a first vector of affinities from usage information comprising durations of users' attention toward temporally sequenced content. A second vector of affinities is generated by applying a computer-implemented neural network to content objects. The similarity of the vectors of affinities is determined, which informs the generation of recommendations that are delivered to a user. Beneficial serendipity may be incorporated within the generation of the recommendations by, for example, evaluating contrasting affinities in user affinity vectors, by evaluating levels of available behavioral information for users, or by applying randomized or probabilistic methods. Explanations for the recommendations may be provided to users that include inferred user preferences.


Find Patent Forward Citations

Quick Actions:

Flinn, Steven. (2025). Temporally sequenced content recommender method and system (U.S. Patent No. 12423603). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12423603

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

Loading…