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1. (WO2018132151) USER STATE PREDICTIONS FOR PRESENTING INFORMATION

Pub. No.:    WO/2018/132151    International Application No.:    PCT/US2017/059330
Publication Date: Fri Jul 20 01:59:59 CEST 2018 International Filing Date: Wed Nov 01 00:59:59 CET 2017
IPC: G06F 15/18
G06N 99/00
G06Q 10/06
G06Q 10/10
H04L 12/58
G06Q 50/00
Applicants: GOOGLE LLC
Inventors: LIANG, Yuling
STEINEBACH, Carsten
LU, Wei Lwun
KUNZ, James
LIM, Yew Jin
Title: USER STATE PREDICTIONS FOR PRESENTING INFORMATION
Abstract:
A computing device is described that determines, based on a state of a user, an initial user-interaction metric for information to be presented to the user and predicts, using a machine-learning model, a plurality of future states of the user. Each future state is associated with a respective user-interaction metric for the information. The device determines whether the initial user-interaction metric for the information is greater than or equal to the respective user-interaction metric of each of the future states and outputs an indication of the information if the initial user-interaction metric is greater than or equal to the respective user-interaction metric of each of the future states. However, if the initial user-interaction metric for the information is less than the respective user-interaction metric of any of the future states, the device refrains from outputting the indication of the information.