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:
Nov. 29, 2022

Filed:

Jul. 12, 2019
Applicant:

Dell Products L.p., Hopkinton, MA (US);

Inventors:

Han Gao, Shanghai, CN;

Wenyu Tang, Nanjing, CN;

Huiying Shen, Shanghai, CN;

Muzhar S. Khokhar, Shrewsbury, MA (US);

Assignee:

EMC IP HOLDING COMPANY LLC, Hopkinton, MA (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/00 (2006.01); G06N 20/00 (2019.01); G06F 7/14 (2006.01); G06N 5/00 (2006.01); G06F 11/30 (2006.01); G06F 11/34 (2006.01); G06F 11/07 (2006.01); G06F 11/22 (2006.01);
U.S. Cl.
CPC ...
G06N 20/00 (2019.01); G06F 7/14 (2013.01); G06F 11/008 (2013.01); G06F 11/0793 (2013.01); G06F 11/2257 (2013.01); G06F 11/3041 (2013.01); G06F 11/3065 (2013.01); G06F 11/3495 (2013.01); G06N 5/003 (2013.01);
Abstract

A method and system for verifying state monitor reliability in hyper-converged infrastructure (HCI) appliances. Specifically, the method and system disclosed herein entail using a supervised machine learning model—i.e., a classification decision tree—to accurately distinguish whether conflicting event notifications, logged across multiple state monitors tracking state on an HCI appliance, are directed to a real event or a non-real event. The classification decision tree, generated based at least on information gains calculated for the multiple state monitors, may reflect which state monitor(s) is/are more reliable in accurately classifying the conflicting event notifications.


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