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:
May. 31, 2022

Filed:

Feb. 21, 2019
Applicant:

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

Inventors:

Ayan Banerjee, Fremont, CA (US);

Nataraj Batchu, Sunnyvale, CA (US);

Ankan Ghosh, San Jose, CA (US);

Assignee:

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

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
H04L 12/24 (2006.01); G06N 7/00 (2006.01); G06N 20/10 (2019.01); H04L 41/142 (2022.01); H04L 41/147 (2022.01); H04L 41/0677 (2022.01);
U.S. Cl.
CPC ...
G06N 7/005 (2013.01); G06N 20/10 (2019.01); H04L 41/0677 (2013.01); H04L 41/142 (2013.01); H04L 41/147 (2013.01);
Abstract

Customized feature vectors are used to train a machine learning algorithm to automatically identify a network component where a network fault has occurred. A database comprising network components and associated network faults is analyzed to select a set of network components associated with the largest quantity of network faults. Customized features associated with the network faults are identified and selected for use in a feature vector as input to a machine learning algorithm. The features are selected based upon analysis of consistency checks, component configuration limits, and network wide configurations.


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