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.:
Date of Patent:
May. 05, 2026
Filed:
Sep. 01, 2022
Walmart Apollo, Llc, Bentonville, AR (US);
Venugopal Mani, Sunnyvale, CA (US);
Ramasubramanian Balasubramanian, San Bruno, CA (US);
Sushant Kumar, San Jose, CA (US);
Kannan Achan, Saratoga, CA (US);
Abhinav Mathur, San Bruno, CA (US);
Walmart Apollo, LLC, Bentonville, AR (US);
Abstract
Systems and methods for attribute recommendation are disclosed. Transaction data related a user is received and attribute recommendations for the user are generated based on the transaction data. The attribute recommendations are generated by a variational inference model configured using a transaction matrix and a loyalty matrix. A set of N recommendations is generated by ranking the generated attribute recommendations based on a combined transaction score and loyalty score and a user interface is generated including the set of N recommendations.