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 11182057 B1

PDF
Full Text
Expired
Date of Patent:
Nov. 23, 2021

Filed:

Aug. 03, 2018
Applicant:

Apple Inc., Cupertino, CA (US);

Inventors:

Joshua R. Ford, Santa Clara, CA (US);

Bianca Marcial Ocasio, Mercer Island, WA (US);

Wajeeh Syed, Sunnyvale, CA (US);

Michael C. Landers, Santa Clara, CA (US);

Sunny R. Sainani, Santa Clara, CA (US);

Assignee:

Apple Inc., Cupertino, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 3/0484 (2013.01); G06F 3/0481 (2013.01); G06F 16/16 (2019.01); G06N 20/00 (2019.01); G04G 9/00 (2006.01);
U.S. Cl.
CPC ...
G06F 3/0484 (2013.01); G06F 3/0481 (2013.01); G06F 16/16 (2019.01); G06N 20/00 (2019.01); G04G 9/007 (2013.01);
Abstract

The subject technology provides generating configuration files that represent user interaction scenarios on a device, the configuration files including a set of user interface (UI) elements to display and a set of interactions corresponding to user activity to perform on at least one UI element of the set of UI elements. The subject technology processes the configuration files using a relevance engine to determine a relevance score of each UI element of the set of UI elements, wherein the relevance score is based at least in part on weights assigned to features based on the user activity and respective variance values of the features, and the features include information related to a location or time. The subject technology generates a user simulation based machine learning model based at least on each relevance score of each UI element. The subject technology stores the user simulation based machine learning model on the device.


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