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:
Nov. 05, 2024

Filed:

Mar. 28, 2022
Applicant:

Walmart Apollo, Llc, Bentonville, AR (US);

Inventors:

Kannan Achan, Saratoga, CA (US);

Sushant Kumar, Sunnyvale, CA (US);

Kaushiki Nag, Santa Clara, CA (US);

Venkata Syam Prakash Rapaka, Cupertino, CA (US);

Assignee:

WALMART APOLLO, LLC, Bentonville, AR (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06Q 30/00 (2023.01); G06Q 30/0242 (2023.01); G06Q 30/0251 (2023.01); G06N 7/01 (2023.01);
U.S. Cl.
CPC ...
G06Q 30/0246 (2013.01); G06Q 30/0255 (2013.01); G06Q 30/0271 (2013.01); G06N 7/01 (2023.01);
Abstract

A method including training a logistic regression model to create a trained model to provide probabilities of users clicking on emails of one or more email campaigns within each of multiple different time periods. Input predictor variables of the logistic regression model include (i) user feature data including personal user features and online activity history for users in the multiple different time periods and (ii) email feature data including sent times and item category data for multiple different emails in the one or more email campaigns. Output dependent variables of the logistic regression model include responses by the users to the one or more email campaigns. The method also includes triggering sending a first email of the one or more email campaigns to a first user of the users at a selected time period based at least in part on the trained model. Other embodiments are disclosed.


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