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:

Feb. 22, 2021
Applicant:

Acronis International Gmbh, Schaffhausen, CH;

Inventors:

Andrey Kulaga, Moscow, RU;

Stanislav Protasov, Moscow, RU;

Serguei Beloussov, Costa Del Sol, SG;

Assignee:

Acronis International GmbH, Schaffhausen, CH;

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 11/34 (2006.01); G06F 11/07 (2006.01); G06N 7/00 (2006.01);
U.S. Cl.
CPC ...
G06F 11/0751 (2013.01); G06F 11/3438 (2013.01); G06F 11/3452 (2013.01); G06N 7/005 (2013.01); G06F 2201/805 (2013.01); G06F 2201/835 (2013.01);
Abstract

Aspects of the disclosure relate to the field of detecting a behavioral anomaly in an application. In one exemplary aspect, a method may comprise retrieving and identifying at least one key metric from historical usage information for an application on a computing device. The method may comprise generating a regression model configured to predict usage behavior associated with the application and generating a statistical model configured to identify outliers in the data associated with the at least one key metric. The method may comprise receiving usage information in real-time for the application. The method may comprise predicting, using the regression model, a usage pattern for the application indicating expected values of the at least one key metric. In response to determining that the usage information does not correspond to the predicted usage pattern and does not comprise a known outlier, the method may comprise detecting the behavioral anomaly.


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