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:
Jan. 03, 2023
Filed:
Mar. 30, 2020
Microsoft Technology Licensing, Llc, Redmond, WA (US);
Dan Xu, San Ramon, CA (US);
Chunzhe Zhang, Sunnyvale, CA (US);
Qing Li, Fremont, CA (US);
Jiuling Wang, Union City, CA (US);
Kunal Mukesh Cholera, Mountain View, CA (US);
Microsoft Technology Licensing, LLC, Redmond, WA (US);
Abstract
In an example embodiment, a machine learned model that integrates a generalized linear mixed model (GLMix) non-linear optimization is utilized to jointly perform personalized communications targeting and volume control. The machine learned model may be trained to not only maximize user engagement with a notification generally, such as maximizing the total number of people who view, save, or apply for a job associated with a job listing in the communication, but also trained to maximize an end goal of the notification, such as the total number of people who apply for the job associated with a job listing in the communication.