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.
Patent No.:
Date of Patent:
Dec. 27, 2022
Filed:
Aug. 10, 2018
Applicant:
Amazon Technologies, Inc., Seattle, WA (US);
Inventors:
Yuyang Wang, Belmont, CA (US);
Alexander Johannes Smola, Sunnyvale, CA (US);
Dean P. Foster, New York, NY (US);
Tim Januschowski, Berlin, DE;
Assignee:
Amazon Technologies, Inc., Seattle, WA (US);
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06N 7/00 (2006.01); G06K 9/62 (2022.01); G06Q 10/04 (2012.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06K 9/6248 (2013.01); G06N 7/005 (2013.01); G06N 20/00 (2019.01); G06Q 10/04 (2013.01);
Abstract
Techniques for forecasting using deep factor models with random effects are described. A forecasting framework combines the strengths of both classical and neural forecasting methods in a global-local framework for forecasting multiple time series. A global model captures the common latent patterns shared by all time series, while a local model explains the variations at the individual level.