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:
Feb. 14, 2023

Filed:

Jun. 29, 2020
Applicant:

Amazon Technologies, Inc., Seattle, WA (US);

Inventors:

Sneha Rajana, Seattle, WA (US);

Ben Allison, Edinburgh, GB;

Xiaonan Zhao, Seattle, WA (US);

Pranav Varia, Bothell, WA (US);

Sungro Yoon, Redmond, WA (US);

Charles Lawrence Scott, Seattle, WA (US);

Daniel Lloyd, Seattle, WA (US);

Assignee:

AMAZON TECHNOLOGIES, INC., Seattle, WA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 30/00 (2012.01); G06Q 30/0601 (2023.01); G06Q 30/0202 (2023.01);
U.S. Cl.
CPC ...
G06Q 30/0631 (2013.01); G06Q 30/0202 (2013.01); G06Q 30/0627 (2013.01); G06Q 30/0641 (2013.01);
Abstract

Disclosed are one or more embodiments for a unique and personalized experience for a user interacting with an electronic commerce site by identifying user-preferred item attributes using supervised machine learning and presenting items to the user in an arrangement that is based on the identified item attributes. A shopping mission is determined according to user interactions with an electronic commerce site. The shopping mission is applied to an attribute prediction model that is trained to detect user-preferred item attributes for items included the item category and estimate a likelihood that an item containing a particular attribute will be purchased or interacted with during the interactions with the electronic commerce site.


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