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:
May. 13, 2025

Filed:

Jun. 26, 2024
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 5/04 (2023.01); G06F 16/2457 (2019.01); G06F 16/9535 (2019.01); G06N 5/048 (2023.01); 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

An exploratory recommender method and system generates affinity vectors from usage behaviors that are associated with stored content objects. A user's inferred content preferences are embodied within a multidimensional affinity space that is generated in accordance with the affinity vectors. An affinity space exploration algorithm explores areas within the multidimensional affinity space that are outside the user's inferred content preferences. The affinity space exploration algorithm is applied in accordance with the user's inferred content preferences to select a content object from the stored content objects. The content object is provided to the user.


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Flinn, Steven. (2025). Exploratory recommender method and system (U.S. Patent No. 12299602). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12299602

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