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:
Jun. 13, 2023

Filed:

Sep. 01, 2020
Applicant:

Bmc Software, Inc., Houston, TX (US);

Inventors:

Ajoy Kumar, Santa Clara, CA (US);

Mantinder Jit Singh, Vancouver, CA;

Smijith Pichappan, Bangalore, IN;

Assignee:

BMC Software, Inc., Houston, TX (US);

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/34 (2006.01); G06F 11/36 (2006.01); G06F 11/30 (2006.01); G06N 20/00 (2019.01); G06N 5/04 (2023.01);
U.S. Cl.
CPC ...
G06F 11/3608 (2013.01); G06F 11/302 (2013.01); G06F 11/3419 (2013.01); G06F 11/3447 (2013.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01);
Abstract

Described systems and techniques enable prediction of a state of an application at a future time, with high levels of accuracy and specificity. Accordingly, operators may be provided with sufficient warning to avert poor user experiences. Unsupervised machine learning techniques may be used to characterize current states of applications and underlying components in a standardized manner. The resulting data effectively provides labelled training data that may then be used by supervised machine learning algorithms to build state prediction models. Resulting state prediction models may then be deployed and used to predict an application state of an application at a specified future time.


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