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:
Mar. 06, 2018

Filed:

Aug. 27, 2015
Applicant:

Qualcomm Incorporated, San Diego, CA (US);

Inventors:

Andres Valencia, San Jose, CA (US);

Vinay Sridhara, Santa Clara, CA (US);

Yin Chen, Campbell, CA (US);

Rajarshi Gupta, Sunnyvale, CA (US);

Assignee:

QUALCOMM Incorporated, San Diego, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G06F 21/55 (2013.01); G06F 21/57 (2013.01); G06N 99/00 (2010.01); G06F 21/56 (2013.01);
U.S. Cl.
CPC ...
G06F 21/554 (2013.01); G06F 21/55 (2013.01); G06F 21/566 (2013.01); G06F 21/577 (2013.01); G06N 99/005 (2013.01); G06F 2221/034 (2013.01);
Abstract

Various aspects include methods and computing devices implementing the methods for evaluating device behaviors in the computing devices. Aspect methods may include using a behavior-based machine learning technique to classify a device behavior as one of benign, suspicious, and non-benign. Aspect methods may include using one of a multi-label classification and a meta-classification technique to sub-classify the device behavior into one or more sub-categories. Aspect methods may include determining a relative importance of the device behavior based on the sub-classification, and determining whether to perform robust behavior-based operations based on the determined relative importance of the device behavior.


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