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:
Apr. 14, 2025

Filed:

Mar. 20, 2022
Applicant:

Life Spectacular, Inc., San Francisco, CA (US);

Inventors:

Zaoshi Amy Yuan, San Francisco, CA (US);

Ming S. Zhao, San Francisco, CA (US);

Assignee:

Life Spectacular, Inc., San Francisco, CA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 16/22 (2018.12); G06F 16/2457 (2018.12); G06F 21/62 (2012.12); G16H 20/10 (2017.12);
U.S. Cl.
CPC ...
G06F 16/2237 (2018.12); G06F 16/24575 (2018.12); G06F 16/24578 (2018.12); G06F 21/6245 (2012.12); G16H 20/10 (2017.12);
Abstract

Systems and methods for providing recommendations to users while maintaining privacy and information security for those users. In particular, user demographic information and/or geographic/environmental information can be represented as hashes, or fingerprints, which in turn can define a dimension of a recommendation matrix having another dimension defined by attributes of products, services, routines, and so on that may be associated with recommendations to the user. The values of the recommendation matrix can correspond to normalized customer review data and/or other data.


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