Microsoft Technology Licensing, LLC

Dan Xu

Qing Li

Jiuling Wang

Kunal Mukesh Cholera

Chunzhe Zhang

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.

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San Ramon, CA, United States of America

Dan Xu