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:
Nov. 30, 2021
Filed:
Mar. 01, 2018
Applicant:
Stc.unm, Albuquerque, NM (US);
Inventors:
Alireza Goudarzi, Albuquerque, NM (US);
Darko Stefanovic, Albuquerque, NM (US);
Steven Wayde Graves, Santa Fe, NM (US);
Daniel Kalb, Albuquerque, NM (US);
Assignee:
Other;
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/04 (2006.01); G06N 3/08 (2006.01); G16H 50/20 (2018.01);
U.S. Cl.
CPC ...
G06N 3/0454 (2013.01); G06N 3/0445 (2013.01); G06N 3/088 (2013.01); G16H 50/20 (2018.01);
Abstract
The invention is directed to a hybrid architecture that comprises a stacked autoencoder and a deep echo state layer for temporal pattern discovery in high-dimensional sequence data. The stacked autoencoder plays a preprocessing role that exploits spatial structure in data and creates a compact representation. The compact representation is then fed to the echo state layer in order to generate a short-term memory of the inputs. The output of the network may be trained to generate any target output.