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:
Aug. 11, 2020

Filed:

Oct. 04, 2018
Applicant:

Cisco Technology, Inc., San Jose, CA (US);

Inventors:

Hugo Mike Latapie, Long Beach, CA (US);

Enzo Fenoglio, Issy-les-Moulineaux, FR;

Joseph T. Friel, Ardmore, PA (US);

Andre Surcouf, Saint-Leu-la-Foret, FR;

Pascal Thubert, La-Colle-sur-Loup, FR;

Assignee:

Cisco Technology, Inc., San Jose, CA (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/08 (2006.01); G06T 7/246 (2017.01); G06N 3/04 (2006.01); G06K 9/00 (2006.01); G06K 9/62 (2006.01);
U.S. Cl.
CPC ...
G06N 3/08 (2013.01); G06K 9/00771 (2013.01); G06K 9/6232 (2013.01); G06K 9/6273 (2013.01); G06N 3/0454 (2013.01); G06N 3/0472 (2013.01); G06T 7/246 (2017.01); G06T 2207/10004 (2013.01); G06T 2207/20084 (2013.01);
Abstract

In one embodiment, a method includes receiving current data, the current data including time series data representing a plurality of time instances. The method includes storing at least a recent portion of the current data in a buffer. The method includes reducing the dimensionality of the current data to generate dimensionality-reduced data. The method includes generating a reconstruction error based on the dimensionality-reduced data and a plurality of neural network metrics. At least one of a size of the recent portion of the current data stored in the buffer or an amount of the reducing the dimensionality of the current data is based on the reconstruction error.


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