This position paper is about methods for effective, privacy-friendly mobile advertising. Specifically, we propose a new social-targeting design for using consumer location data from mobile devices (smartphones, smart pads, laptops, etc.) to target advertisements in a manner that is both...

This paper presents a detailed discussion of problem formulation and data representation issues in the design, deployment, and operation of a massive-scale machine learning system for targeted display advertising. Notably, the machine learning system itself is deployed and has been in continual...