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. 07, 2023

Filed:

Apr. 24, 2019
Applicant:

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

Inventors:

Sharon Shoshana Wulff, Zurich, CH;

Grégory Mermoud, Veyras VS, CH;

Jean-Philippe Vasseur, Saint Martin d'Uriage, FR;

Assignee:

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

Attorneys:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
H04L 41/147 (2022.01); G06N 20/00 (2019.01); H04L 41/50 (2022.01); H04L 12/46 (2006.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); H04L 12/4633 (2013.01); H04L 41/50 (2013.01);
Abstract

In one embodiment, a supervisory service for a software-defined wide area network (SD-WAN) uses a plurality of different decision thresholds for a machine learning-based classifier, to predict tunnel failures of a tunnel in the SD-WAN. The supervisory service captures performance data indicative of performance of the classifier when using the different decision thresholds. The supervisory service selects, based on the captured performance data, a particular decision threshold for the classifier, in an attempt to optimize the performance of the classifier. The supervisory service uses the selected decision threshold for the classifier, to predict a tunnel failure of the tunnel.


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