Google Inc.

Muruo Liu

Chiu Wah Kelvin So

Radu Jurca

Mahesh Keralapura Manjunatha

Shen Wang

Xi Xiong

Md Mahbubul Hasan

Andrei Dragus

Daniel Svonava

Vinay Vyas Vemuri

David Fan

Jakub Ocwieja

Yao Liu

Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for a content platform that receives a request to provide a digital component. The request includes information about users to which the digital component is directed. Futurized queries are obtained from serving logs of a serving system that is configured to execute an existing digital component using serving code that directs digital content to the set of users. The futurized queries are loaded as data structures in memory of a forecasting system. The system uses an instruction set derived from the serving code to determine that similarity between the particular futurized query and the request exceeds a threshold similarity. The system then generates a forecast output as a response to the request based on futurized queries that exceed the threshold similarity. The forecast output includes data describing future provision of the digital component.

Modeling distribution of digital components over a network

Growing community of inventors

Sunnyvale, CA, United States of America

Muruo Liu