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 12242826 B1

Date of Patent:

Mar. 04, 2025

Filed:

Sep. 08, 2023

Learning to personalize user interfaces

Applicants:

Nikolas Louis Ciminelli, Buffalo, NY (US);

Tom Zeev Jacob Palny, Tel Aviv-Yaffo, IL;

Ron Zass, Kiryat Tivon, IL;

Inventors:

Nikolas Louis Ciminelli, Buffalo, NY (US);

Tom Zeev Jacob Palny, Tel Aviv-Yaffo, IL;

Ron Zass, Kiryat Tivon, IL;

Assignee:

TWEAK COMMERCE INC., KIRYAT TIVON, IL;

Attorney:

Primary Examiner:

Rayeez R Chowdhury

Int. Cl.

CPC ...

G06F 8/38 (2018.01); G06F 3/04842 (2022.01); G06F 3/04845 (2022.01); G06F 3/04847 (2022.01); G06F 3/0487 (2013.01); G06F 8/71 (2018.01); G06F 9/451 (2018.01); G06F 40/253 (2020.01); G06F 40/30 (2020.01); G06F 40/40 (2020.01); G06F 40/58 (2020.01); G06T 11/60 (2006.01); G06V 30/422 (2022.01);

U.S. Cl.

CPC ...

G06F 8/38 (2013.01); G06F 3/04842 (2013.01); G06F 3/04845 (2013.01); G06F 3/04847 (2013.01); G06F 3/0487 (2013.01); G06F 8/71 (2013.01); G06F 9/451 (2018.02); G06F 40/253 (2020.01); G06F 40/30 (2020.01); G06F 40/40 (2020.01); G06F 40/58 (2020.01); G06T 11/60 (2013.01); G06V 30/422 (2022.01);

Abstract

Systems, methods and non-transitory computer readable media for learning to personalize user interfaces are provided. A plurality of historic digital experience records may be accessed, each may be associated with an historic digital experience of a respective individual with a respective user interface and may associate a characteristic of the respective individual with a design of the respective user interface and a respective level of success. The plurality of records may be analyzed to determine a mathematical mapping of individuals to a mathematical space. Digital data associated with an individual may be analyzed using the mathematical mapping to identify a mathematical object. The mathematical object may be used to generate a version of a design of a particular user interface. Digital signals may be transmitted to a computing device associated with the individual to cause it to present the particular user interface based on the version of the design.

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