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.

Date of Patent:
Feb. 04, 2025

Filed:

Aug. 31, 2020
Applicant:

Google Llc, Mountain View, CA (US);

Inventors:

Yuan Xue, Palo Alto, CA (US);

Dengyong Zhou, Redmond, WA (US);

Nan Du, San Jose, CA (US);

Andrew Mingbo Dai, San Francisco, CA (US);

Zhen Xu, Sunnyvale, CA (US);

Kun Zhang, Pleasanton, CA (US);

Yingwei Cui, Palo Alto, CA (US);

Assignee:

GOOGLE LLC, Mountain View, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06N 20/20 (2019.01); G06F 17/16 (2006.01); G06F 17/18 (2006.01); G06N 3/02 (2006.01);
U.S. Cl.
CPC ...
G06N 20/20 (2019.01); G06F 17/16 (2013.01); G06F 17/18 (2013.01); G06N 3/02 (2013.01);
Abstract

A deep state space generative model is augmented with intervention prediction. The state space model provides a principled way to capture the interactions among observations, interventions, critical event occurrences, true states, and associated uncertainty. The state space model can include a discrete-time hazard rate model that provides flexible fitting of general survival time distributions. The state space model can output a joint prediction of event risk, observation and intervention trajectories based on patterns in temporal progressions, and correlations between past measurements and interventions.


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